{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# livelossplot example: extended API\n",
    "\n",
    "Last update: `livelossplot 0.5.2`. For code and documentation, see [livelossplot GitHub repository](https://github.com/stared/livelossplot).\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/stared/livelossplot/blob/master/examples/minimal.ipynb\" target=\"_parent\">\n",
    "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "!pip install livelossplot --quiet"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from time import sleep\n",
    "import numpy as np\n",
    "\n",
    "from livelossplot import PlotLosses, MainLogger\n",
    "from livelossplot.outputs import BaseOutput"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### How to define groups"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 2 Axes>",
      "image/png": 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sApkrCa6EEGK0Gs60wKsMw0gzDMNuGEamYRhPGobxiGEYj5jbDcMwbjUMY5xhGDMMw9jW49j3DMOYaG773af5QD6vyhrbOVrXxndOG0uEw8a3n91GU/vIvLDe8NQW/r6i8NgPbDHfgNUcY+bKXxb4GQZXO0samXHPMgprhlkq5vPpjFXBu3Daz8AaogOsQd5YVjV1B1T7K3sNtajc1f3vks92MMMjqw7jMwxuT98Ly++B6ZfDhX+DzBPBHkFoyVoev34+XV4fT63rFQzseRUwYPFPIPtk2P1K93PgboM9r0BUOhi+AbMvnR4vb+VVcPa0VGLC7CyZlMyag7V4jq6Hf10I1fvZcrSBlQW1vL27UmfHnrlE3883P2S5dTFHLdn4UFhrhhiCcnSNDqyW/Aqay+japcvMthf3Ld8rd3bwg3/v5KFVgwfNz20u5hLrBk4q/xds6S6NnJMdx77y5qCgvfPAB7gMO10Tz2e+vYjlB6opqusn6Nz2JJRugnN/D9Mvg90v6wExPfzlw4P87LU9fQLRgPx39TlO/wU4ItlX0cQP36vm0fifMpFirjfe5qNe2UhXl5dvP7uN37yzn5++tptbnt/B3W/uY1xSJO/+YDF/vHwm45IieHNX38rrv310iK89upGfvJw3+LCOPa/qoPHKF6C9DtY/ELy9w6mv3dsj8Nv1PLic/KX1bGInLQZlhaL1A9/Hl53FzFxJWaAQQoxaUrPxKdtQqEvoLpubycPXzKXC2cEPX9qJ9xNOemtxdVHf5qah/RjLgDxu/cYJdNbiWDR+9j1X6w7V4fb62HRkGKWIhgHv/Y8uh1t6Fyz5JSz9FRz+CPYPXP5W3ewiOcoBwP6KXp/WV+zSQYg9HIo/u+CqqsnFv7eUcuXcZBI3/q8OPC59BCxWsIVA7iI4sor02DAunJXOK9vLaOroEbTveRky5kPCOJhxOdQVYFTtJq/UyZZ3noDOZh4MuUnvW76j32tYmV+Ls72Lr87VQz6XTE6mpdNDw7qndDD0xJls/+AZANrrSvH+6yLdy3f9G5A6nf2VzWSmJFJjSye2eZCyQHebLgsccypMOAuSpzK79BnAYFs/wdVm83dh7aGBp4q6ury8vLWU6yLNz3p2PqMDb2Budixury/oZ51SvYY820xCxi4msquODEsj/9xQFHzSpjLdJzV2Ccy6CubfBO5WHWCZGtvcvG72qD20qp8PPtzt+hyJk2DOdTjb3Xz3ue3EhoXwrZu+gzF2CVfZV/N+r+Eqb+dV4Gzv4skb5rPuZ0v44EeLeee2U3jlOwuZmBKFUopLZmew5WgD5c6OwHHtbg/PbiomMy6M/+ws5+uPbgz0GAbxuGH/GzTlnMVbTWMxpl8OG/+hM6AAtQfh8aXw4tXw5Jl62qjPC5seojlxDus6x3HKtFxInw3FElwNKDDQQoIrIYQYrSS4+pStK6wjKcrBhORI5ufGc/eF01hVUMszG4s+0Xn9b6BaXcf4It1mfiIenanL/I5leMBxKAvMK9O9MXvLhx6TXrXqMdj2JMbJP4TFt+sbT/gWpM6AD34xYJlTdbOLcUmRZMeH9x1qUbETMudB5nxdNtWbu214z0drje5n+eAXuqzstZvhP9+Fjr7BA8Ajq82sVcImaCqBM+/pfmMGMPZ0qD8ETWXctGgM7W4vr2wzVz6o3q+zUTO/rr+fdilYbOx5/wku/sd6rLue5bCRzqP1M6hV8RgV/QdXr+8oIynKweLxiQCcMiERu1VhL9sAOafgip/ILTX38rekN3k25PcYbfVw7WuQPAXQPWyTU6NpjJ5EVteRPpPjqptdPLuxCKN4o/4kf8ypoBSehbeR7SnmHHsehTWtOBsbYOND+vmDQKB9uLaNyqYO+vPO7kps7TVMcuVBynT9u3tkJaAzVwA7zL4ro66QlK5yKpJOgYx5ANw4ppFXtpXS7DIDVsOAd2/Xmb4L/wpK6X1TZ8C2pwNZwX9vLcHV5eOqE7PYWtTI1qIevxsHl8FDJ+mf29m/BauNP3xQQHVTJw9fO5ekKAdqzrVkUEPbodVBpYHPbipmQnIkSycnkxkXzuTUaKZnxGCxdA9lvWh2OgCrNm2FJ86EPa/yqhl0//Xrs3nsunkU1rRy0YPr2FbU63f2yEroaOQXByfxg3/v5Pb6CzEML6z8HRxars/naoIz7wVnKTx6Krx8PTQW8UH0FYTYLCwanwA5i6B8u17PSfSllM7uSVmgEEKMWhJcfYp8PoP1hXWcMj4RpfSboGtPyiY5ykF+5SfrvSpv1G9eWlzH+CLt7xsad7r+WjfEoAG/jkbobNIZnI6Gz2TBUMMw2FWq3wDvHsYaVG3b/k2BL5OGhb/Ub2JAN5Bf8Ff9uFfd1+9xVc0uUqIdTE2L5kDPn0uHU/dapc3WpXXV+/QbzJ5e/zY899X+L8jng72vwfNXwF8mw/s/xdjxDBz8QA8NyPs35L/X57AWVxcvbCnhytkJxG17AHIX62xJT2NP11+PrGZ6Rgwnjonn6fVFOoDZ87J+AzftUr1PeDy+cWeSWvIOl2c6mWc5xJizv8cvzpvKTs8Yukq20VtDm5uVBTVcMjs9MJQg0mHj3CwPcZ0VMOUC7kv5M6/6TueilpfIVjW8OP5PgeCktqWTutZOpqRF4U2aRo6qpqQquNTtqfVHuevNfdTv/VD3omQvAOBAwtmUGwn8KupdfmJ7mYiHZ8N/f6EnCRatZ/PRBsYkRgCwdoApnM9uLOKG2DwUBlzyEITFwQ6dZUuJDiU9JjQwMbAh710ArJPP0cGSxcaFCVW0ub28uMX8QKF4vf65LfklxOXq25SC+d+E6j1QtpUur49nNhRzyvhE7rpgKnHhdj2QpKUKXr5Br29kC4NvvAcTz8bV5eWdvAoump0eCPiY/BU89iguZiUrzNLAXaVOdpc1cd3CnMD/R/qTkxDBV9JbOXvzjVC2FeOjX/PPtYXMyY5lXk4cZ09L5fVbFuGwW7ji0Y3c/ebeQPBYsfYZnEYExbELuPMrU/igPJRnvGdj7Hwe44UrIDYbvr0STvkx3LpFl0TmvwNxuTxaPZmTxyUQHmKD3FPA69aZSNE/q10GWgghxCgmwdWnqKC6hfo2N4vMT/4BlFJEOGy0D9D7sCK/mjd2DrDeUg9lZnB1zNPU/MGV/836cPuu/CWBqTN1lqFzGM3un1C5s4O6VjcJESEcrG4ZvF+kvYHctjyW+eZT6uxV9pQ5H+Z9AzY/AgUfBG0yDIOa5k5SYkKZmh5NUX1b93PqH2aRPke/8Td8UNrjTWNTORS8p7NE/b1Z2vakHqxRvY9DE27iAu9fOMn4F6svWg8/yIPwBF1e18v24kbcHh/fClmmM41L7+oOFv2Sp0JEEhxZBcBNi3Ipd3awfH+l7q8afwZEdq8XtyP2TJJp4G7fQ2ANwTL7Gs6amsJuYxwhTUd1INnDO7sr6PIafHVuZtDtl8Xr34PC8Fm8uLOWLTN+DZc9yW/i/5fXG3ID++VX6d+PqWnRRGTNAqDmcPCgg83mRD7vkTWQeQKE6IBpV3krT3rOJ7t9H9+3vsmRiDnwjXchJpuut39MeX0z15yUTWKko98lDvJKneSVNXFF6Bb9PKXN0mV8+e/qRVyBOTlxgYmBXfn/5bAvjclTZoI9FJKnktyyl8UTErn/w4M6a7rnVbBH6FLAnmZcDiFRsO0p3t9bRVWzi5tOySU8xMaNi8awOr+Szie/oqdNLr0TvrtOl3SiJy+2dHq42Mw4AWAPwzLzcr5i3cKKPF1W+MzGIiJCrFw6Z8A12LWafP7U+kuUz03tCT9FOUuY5lzJtxaPDQRlk1KjeO8Hi7lhYS7PbirmrPtX88e3thNT8iFbwhbzwndP5ebFY3n/h4tZmXQ9lUYchfFL4KYPdIAFEJEAX30MvvEepec8yeF6F0snJ+ttWScBSvquBmOxS8+VEEKMYhJcfYr8b/wWjU8Iuj3UbqXD3X+g8PT6Iu5+c++Qi29+7LJA/zCL7IV62MNw+678JYHpc/TXz2Ace16pzhJ9/YQsPD6D/EEmLbbtfQ8rPj70zqOssZ/Fkc+8F9Jm6p6Rnc8Hbm5oc+P2+kiNDmVqWjSGAQVmYBAYZpE+R7/5V9bg0sBdL+iAy+eBxqK+91m2FSMqjd9OeImzdi8hJG0KMWF2bnhqC/e8vR9P9ilQtLZPFnDL0QbiLW1k5z8OE8+F7JP6nlspnb06sgoMg7OmppIZF8bGle/qta38JYGmPxeNpZ1Qohv2wuQLICKBpCgHHYkzgx8rOuB8blMx09KjmZIWHXSeucY+nEYE3/mvC1eXj28u1j1dkRMXs7e8ORAAHzDLK6ekRZM8cT4ArtLuiYFtnR72lDcRTStJLfm6JNC0s8TJf8POxzjn93w//hHucvxcZ0TOuw97fQE3WP/LgrEJnDI+gfWFdfh69S8+s7GYcSGNpDh3wXQzqzj3Bl2KtesFAOZkxVLu7KCmvp6Euq2st8xlfFKk3jdjLlTs5P4rZhEfHsL3/rUJ3743YdJ5gQAwwBEFM78Ge1/nlTV5jEmM4PSJOtC4fmEOl4dsxuEshMseh1Pv0P1ypjd3VZAY6WDh2OD/P1hmX0MobsIL36assZ13dldy6dwMokLtDKh6H/zzfELtFq7puounLZdSbs3kNsd7nDM1JWjXqFA79140jTduWURipIPSTa8ToTo59bLvEROu7yMnIYInv3c2f5z8CudW3szeun7+f5W7iP/WxgOwZJIZXIXF6uyf9F0NzGqTzJUQQoxiElx9itYV1jEuKYK0mLCg28NDrANmYdrdXppdnkA/yEC6ywKPMbhqrdYjr6NSdVP9cDNX/kmBgeCq/16hkZRX5iTEZuGK+Xot6j1lAz8nrbvfosqIY48xhtKGfvo9wmLhhrf1m/g3b4F1/weGEVjjKjVaZ66gx1CLip0Qkw3h8eCI1BmQkk16m88HO5/V47RBr33Ui6f6AHmdaTyxvoRvnJzLi99eyNu3ncJNi8bwr43FPHg0DZrLoeFI0HFbjjbwy9jlKFeTzloNZOzpOrNVcwCrRXHjwixOrX0Bry1cBwL+57HUyaZSFxVpZ+ob5t0Q2JY78xQAnIc2B25bc6iOyuoabpnXK5AAoqo3s9c2jcP1HSyekMik1CgA5ufE4/b62GP2xh2obCE1OpS4iBAiknJpJgJ7bfdKDNuKG/H6DK5MLsWCj9b0kwPbdpY6mZqdjFp4C2njZpJX5sTt8cGk8zkQtZCf2F9jSkQrp0xIor7NzYGq7ixqhbODt/LKuSPT/NBgmhlcJU/WWZUdz4BhBMrwSrcvw264qUw+tbt/KX0uuJpI6irnsevnM7ljOxZXA11TL+3/5zD/JvB2Mr/6ZW5clBs4T2yolTvC3yLfl0VJ8hlBhzS7uvgov4YLZqb1XQsqcz4dMeO4hFXc9u+duD0+rl+Y2/99g16A+ZUbwWLHctMHpI6fzbObSvmb6zwmGkewFvfNjgLMyorlzVsXce/YfIyoNELHLQ7abrUofn3xLBIjQ7j95bx+l0RYkV/DxJRIsuLDu2/MPcVct2yYC05/2Vjs0nMlhBCjmARXI2XbU7D+b4FvOz1ethxtYPGEpD67htmtdAwQXPkzWisGWhjWVObPXLk9fT65H1RLJUQk66lzyZOHv5BwYzE4YiB+rP7+M8hc7SpxMi09mtyEcOIjQgJv3PvochFXsYYVvnlEhoZQ2l/mCnSW4eqX9Ujz5ffCqt8H1rhKiQklLSaUmDB791CLil2QPqv7+JyToWybftNYtEYHnKf/Qm/r3bvm82HUFrC9I5X/+/os7r1oGiE2C6F2K3dfOJWnvjGft5rH6317lAa6urwcLSvjIteb+jpTpw/8BI05TX81s1fX1f+VM6w7eT32Rny27je7/9ygy8pSL7xTX29ud5bo9NmTKPYl01i4KXDbE2uP8GjYPzh/09XBb5CbK1ANR2hN1b1R31o8NrBpXo4OVvwDHA5UNjM5TQdeKEWFYyzxrd2L424+Uo/NorghrYQOI4TVHXqR4sY2N0fr2piTHQvA/Jw4Oj0+9lY0gVL8xnM9IcqLdfldLJ6gy217lgY+tuYIhgFLPWt1r1zCuO7rn3u9HiZRvJieE7wAACAASURBVIHpGdGEWC10FXxAm+EgckKPwCJjrv5avoPpGTHcMyafZiOcX+Ql81ZeBX9ZVsB3nt3GdU9u5pf/2cNjB8PYELaEW2xvckVqj7/bva+T6CrhH77L+PvK4LHxH+ytwu3xBZcE+imFY/71nGA5iLP0ACeNiWdiSlTf/fzWP6B//y76OySM4+LZ6bR0evjIfhq+iOSg/y8F8XZhK3ibhIrVqOmX6f8n9BITbue+r86koLqFv310KGhbs6uLLUcbWDo5ODNGziK9IPQAUyi/9Kx2mRYohBCjmARXI2XfG0EjmXeWOOno8gb1W/kNVhboz2itHCK4KjcDCMOANvcxvFC3VOusFUDSZGgqHd5ioc4S3XMRrsuA6Gjgpa0lLLpvxbEv8tvL/opm7l9WELTIqcfMgszKjEUpxYyMmIGHWhxdTYivg8PxpzI2MYLShgGCK9BlWV99HKZcCBsepKZRT0tMjQ5FKcXUtGj2V7Z0D7PwZ+pA9115O3VGa8ezerHVWVdCdAbUBb/xxFmM3deJO24Cl84J7lsCWDo5BZUwnkZLvC4NNO0scXIeGwjxueDk2wZ/4mKzIGG8Dq6W30NI3nNszLyJO8oW8a1n9HpqNS0uvcjs/Cwi06fA6T8HS/effVZ8OEWOSUTW63Wo8quaaSjcysnGTlRLZdDvtL+PZt5pF3DvhVMDwQ1AfEQIY5Mi2F7USKfHS2FNa1BJYXPMJLK7juLz6t+VzUcbmJEZQ3rjVnaqKaw4qH+2u8zs5JwsHazNy9Vftxc1UtXkYkNjDLtzvwl7XyOlbhMTUyIDi3TXtnTy7y0l3DwNQmryuksC/aZdCo5oWH4vjhX38EDUs0ys+4j1vunMHtMjQEiaogdPVOyALheZVSsoSTmDV/NqA+trHapppbmji/f3VPK/7+Xz3caraQ9JJOzt7+oJnD4vrPkjJE8l/eSv8cr2Mj7Y270I9Vu7KshJCGd2Vmy/P1rLrK/jw8Jl1jWDZ63qCmHNn3WGbuLZAJw9LZXYcDtXL5qE5aTv6KUIqnqsM1Z3CD68G+6foif+Rab07SXrYcnkZC6fl8kjq4+QV9qdPV53qA6Pz+CMKcnBB+SYWcjidQNf95eZxSaZKyGEGMVsx/sCRg2vG9zdPUHrC+uwWhQnjY3vs2vYEGWBVouioLqFcmcHGbFhffZxdXmpa3WTERtGubOD1k7P4P0YPbVUQYzZGG+OzKa2ALJOMB+HB46ugnFnBA9RcBbrN/L+4Kq9gQ8PVlPu7GB3WRMn5PZ9nMP1+Noj/GdnOQvGJXDyOP2G/VBNKx1d3sCbzxkZMawrrMPV5SXUHvwJu2f/O7iMMBwTTiezydt3nHpvFgvMuhoOvI21bDNKxZBkrnM1NT2a5zYV4y3fhRUgbTbv7q4kJyGc6dkL9fEF78GBt3V5nT0MEif0KQtsK9tLBBCXM3PAyzh7ehqr10/hoqNrsRgGKMWWow18zboKb/J0rOmzh37yxp4OW5+EQ/+FE25mwXl/4tebSvjtu/v5yt/XMj8nji6vwQ0n5w54CpUxl6SitdRWl/Lk2gZutb+DERKFismEDX+H2dfo56x4HThiSBo/n29M7JvlmJ8Tx7L91RyqbsXjM4KCKyNlOhE1r1JZnE9M5iR2lzm57aQY1I791CZ+m9UHa/H5DHaWOLEomJkZA0ByVCjZ8eFsK24gOVr/jByn/QSaPoS3bmPJmKf557ZaXF1enlh3hC6vj2/Hm71d03qV8YWYAynW/xWq9nAqDhqMUF7yLeWBnkGO1ab788p3QOGH4G5h6lk38qp9DhEOG2OTInDYuh9/U3sX5c4OwjvS4NkL9WTDsadD3UG4/GlunzyFjUca+dlru5mRGYPdothwuI7vLxk/8PS/6DQ6c5ZwY/kaQqsfg/VxOpjPnA8p08wn1YB3fqSHcJzbPQkz0mFj7U+XEBFig85vwtr79Uj19Ll6vbfqvbp/cOI5etDL+DP7zVr1dNcFU1l3qI5bnt/BSWPjsVkUu8uaiAmzM6d3gBgeD8nTdDB+6h2DnvdLSaYFCiHEqCaZq5Hi6QxaM2pdYR2zMmOI7ifoCbNbBi4L7PJy8jjd4D5QaaB/mMVks9/lmIZatFYFZ64geKjF5kfgucuCsikYhpm5ytGlgcqC0V4f6AvbPJwFfgfg9RmsPqgXg31mQ3Hgdv8I9kBwlRmD12f0DZx8PnwF77PKN5M5Y1PJjA+jvLFj6FLJMYvBYiepei2JkQ7sZt/L1LRoOj0+Gg/rHqR17Znc+sIO/ueVPIzwBEicCJse1hmsOdfpcyVO0tmAHpm3soN6Mt7E6fMHvIRzpqWywTcVS1tNIDirPLiVmZajWOdeN/j1+41bChgw4wo4708oi4UbTs7lpe8sxOczeGNXBUsmJQVGl/cnx+y72rB6OTt27eBcy2bUCTfB4p/ocrPCD/WOResgZ+GAb8Tn58TjbO/ivT16aMrUtO5StqgcHSjWHd7BjmInXV6DM0P2AxA9ZSl1rZ3sq2hmV6mTiSlRRDhsPc4bx/biRjYdqSfKYWNKdrIer+4s5frWJ+j0+Fh+oJrnNhZz9RQ78Qeeh8wTu6fb9XTWr+EeJ9xZxYoLN7LY/QCVyacR6ej1OVP6XD0tcvdLEJ6AZexpzM+NZ0padFBgBbp0bmp6NPZxi2HRD3Vf13t36L+vqZcQYrPwtyvn4PH6+NGLO3lzVwU+o3tdqoGEnXobEQ4b1g0PwId3wds/gIdPhmcugcKPYNfz+u/0zF9DVN+hFRaL0iPo592gPxBY+VsIidSB2I/3wVX/1gHWEIEVQEyYnf/7+mwiHFa2HG1gzcE66lrdXLsgu2/PGOiJiGXbpPytP9JzJYQQo5pkrkaK160XlEWPR88rdXLrkvH97jpUz9W09BiK69tZmV/DdQty+uzjH2YxOS2Kj/JraB5ucOXtgrZaiDSDq7hcsIV2D7XocsEGsz/j8MruCW5tddDVrt+sWiwQFk9LYw0NbW4ANh1p4PtLh3cJveWVOWloczM+OZJl+6sC2bq8UicxYXZyEnTv0IwMncnYU9bEXP+aQADl2wnpqOVD7xXckxNHdbMLt9dHTUsnqTGhA9+xIwqyFzC2fBOp0dcEbvYPtegs2YE3OosfvVVKqN1CflULO0qczMteqDMSabMhbSYNbW5UeC5x7hbdzxat3zB3lO+jyohn+rh+3uCbZmbEcG/4HOgCjq7BHT+RyVVv4bXasM64YnhP4KTz4YZ3dMlij3K/udlxvPODxfx9xSGuOnHgawDInrYQ31uKoj1r+YalCWWxwYJb9Kj45b/W2au0WVBfqKfuDcBfwvfS1lIcNgu5Cd0BXfqEuXgNhbs8j83GiYRbupic/yAkTGDGCaehlut1nXaVNPKVmWl9zvv6znLe3V3JCWPisVqUfrwLbyVj44OcbsvlrjfshLobuKvhL+BywtefGfgBm9kif1+Xv18sSMY82PywzlDO/6bOZg3Hkl/pBXkr8+C8PwZ+JrmJEfzu0hn86KVd5JU2MS09mvHJg/RRAYxbAncU6qDd3ar7HPe+bn4A8lVAQdaCQX8mgO6zS52p/55jhhjnPoiF4xJY9uPThrfz4v/Rz8Vwn7cvE6tNgk4hhBjFJHM1Ujyd4OkAr4eaZhc+A8YnR/a7a2iIlfZ+eq48Xh9ur4/wECtLJyez4XBdv+WD/jWuJqfqQGDYa121mpkwf+bKYtWZGH/mauezeppgeAIcXd19nH9SYJwZ6IXH01yv+0cWjU9gW3GDnub2MazKr8Gi4IErdWbj+U36vnaVOpmVFRsom0qLdjAvopaIPc/A1ieg2RwpX/AuXiwUJ5xCfERIYGrZgEMtehp/BtldR5gY3l3OOS4pkhCrhfC6vez05NLs6uL5m08iIsTKC5tL9Ah7gLnXYRgGN/5zK79ap4PMnqWBYU2HqAvLJcQ28J+YxaKYPm0m5UYS3iOr2Vday4VqHTXpZ+i1hIZDKZ2Fs/bNkMZHhHDPhdMGH4YAKEcU9WG5nKZ28XXbGtTsK/XviNUOC76nsyMbH9Q7m2s09WdsYgTxESHUt7mZmBIVlNGIjYmhRKXjqD/A5iMN3BPzPhZnEVxwP4nR4czMjOX5zcU0uzyBfiu/+Tm65LTZ5WFBzzLbpXdC4kT+HPIE4e0VvBH9Zxyt5XpoibmY8WAyYsO48ytTuHFRbj8b53b/e/plQ54rwBYCX38Ozv1Dn7LES+Zk8NW5Gbi9AwyyGIhS+sOAuFydTfzRHrj4HzrrdPGDQUF1v0KjYfZVnyiwOmZRKXpCp+hLMldCCDGqSXA1UrzmVDV3ayBwCg/p/1PbcLsNt8eHt1fpmssMUMLsVpZMTsbV5WPj4b4ld+XOdqwWxThzXZ4W1zBfqP0LCPuDK9B9VzX54HHrqWNZJ+lP6it2gsscIOFfw8lfZhUWT2dzHdGhNq45KQdXl4895YOPjh/IyoJaLkhvY1rRs5w5OZkXt5bS2ObmYHWLLglsb4DXv4O6fwqveX/I5ZV/gXdv1834T56DkfcSW5nKlDF6XHtmnO5R6z3Uwucz2Hi4PmhoBuP1aPKF7A7cFGKzMDsR4jrLWNGUzs/Pncy8nHgunpPBO7sraBpzPpz1/2D2Nby3p4q8UidbW83BDuZQi0pnG1neMoykKUM+/rOnprLeOxXv0XXUbnuDBNVC+ElDZCI+Bfasecy2HMZudMHJP+zeMPd6PQRiw4N6sdzUWQOeQykVyAJNSesb0FWFjiOx7SDNpfu43PWqXovLzI6ePjGJmhb9N+TPKPlNSI4kOlT/LZ00pkfQaQ+DSx4m3lfPh46fkuEphSufHzQA7H29Ny8ey9ikfj4EiR+re5yi0rsD6uGKzYYF3+233O43F0/n9rMmcuUQ2cRB2Rww51q4+iXd7ye+WCw2WURYCCFGMQmuRorHzF64W2kzM0kRIf33MoSF6Ke9d1aq3Zz6Fxpi5aQx8YTZrf32XZU3dpAaHUqsueDnsHuuWgcIrloqYMtjenLgqXfA2NP04rjmdLjAAsKx/sxVAqqjgTnZcSwwF0DddKRheNfQQ02ziz3lTXwjbC0s+xU3z42ioc3Nfe/n4zNgdlYMFC6H3S9C1gl8OPYXLHX/Bde3N+qSI3cbqqWCN7oWBLIb/gEgvde6+ii/hqse3xQUrLrip1BjxDLTtS1o36WxOium0mcHshpXn5hNp8fHf/Y2wKIf0mVx8Kf/5jMxJZLQuDTaVERgHPvOPXsIV50k5A48zMJvwdgEdlpnEOJ2MqvgAepUPDHTzjnm5/KTih2vx6urKRdAYo9y1tBoPfQAQ5fiDVHmNT8QXEX32dYWN5lUXw3/a31Yj4o/+7eBbUsm64lzUQ5b4EMDP4tFB22RDhvT0nudN3M+vkU/JszixfK1f8L44PWkPjal4LSf6x6toTJDxyDCYeO2Myb024spviRkFLsQQoxqElyNFH/mqrM1MBo9vHeTvCnMnHbXu+/K5daZq3C7lVC7lUXjE1mRXxOcbUEPtMiMCyPK/DR/2GWBLTpoqCWOZfvMQMufXVnxW91HNP5MyDxBj6L2lwY6i3WpoEO/6XWHxBLubWJeThzxESFMTo1i08cYarHKHGQxLkQHZidEVDEuKYKXtpUCMCszFmoO6DKay5/GmPcNjvjS2NeVCqfdAd9bx8tLV/Gid0lgWmGo3UpKtKNPWeD2Yr3o8Zai7iCwpsXNGt9Mcpyb9ehs0zl2PYziG5dfHChLnJ4Rw6zMGF7YUoJhGLy4tZSi+nZ+du5krl2QS4E3jbZyPaChvEAfnzp+6Gl/ITYL9nE6e5PiKWdv4vnHp09l3FKIzux/utuC74E9HCacNeRpTpuURIjVwolj+k6PtKTNAGCupRDPkjshsnuE98yMGBIiQpiVFdu9mG8Pvzx/Co9cO6/f4Qm2M+9C/bQQJn9lyOs7JgtvgZlfG9lzCiGj2IUQYlST4GqkeLrLAts69Rv1SEf/mSv/KPHea121d+kgKczMeC2dnEy5s4OD1a1B+5U1dpARF0ZEiA2lGP5Ai5ZqUBYe297Mt5/djrPdrRcSBt0vduod+hN7m0NPhTtiBleNxUGT16o8EcTRyjyzfOukMfFsK2qky3tsfVerCmpIiXYQ3akDPVWTHxgZnhUfRkKkQwdXCePBamdmpr6/PT3Wu1pfocd1Z8V3j6zPigunrFdwtatUB1f+IAugqtnFau9MHF1NugwSoGQzYwqfhbnXk5QS3KNy9UnZHKxuZe2hOh5YfogTc+NZOjmZr83P4igZeGv0Wl2uin0AWPzP7RBOnD2DIz6dTeyaefWwjhlxCePgJ/v04IreotP1dLkTbh7yNJNTo9n3/85hWnpM39Pk6jXDDlonELYg+FwWi+LxG+Zz70XT+j3vhJQoTpnQd804QP/OhvUzlEKIzyMZxS6EEKOaBFcjxR9cdbYEyvsG6rnyB0+9ywL9wVbP4AqCR7J3eX1UN7vIjA3DYlFEhtiGXxbYUgkRSeTX6JK5veXNEJMN9ghInqonz/mNOVUPumit0Zmr2O6phUXtDhyqi1mpurRpwdgEOrq8Ay/y248ur4+1B+tYMikZ1aQzVdQe4KtzM4ly2LonAtYeCKzHlRLtIDHSwdpDdWw4XMfqg7VsPtLACbnxQesFZcWHB5UFen1GICDbVeIM9LpVNbtY65uBgdKjrd1t8MZ39eK85/xvn2u+cFY6UQ4bt76wg7rWTn523mSUUsRFhBCaNoVoTz15h0tI6yqm3ZE87Ib+0ycl87JxJq94TmXajLlDH3A8hMcPa2Q3EBhr31vOmInc3XUDy6b8b7/nmpsdN+AQGCFGDRloIYQQo5oEVyPB5wXDDJR6ZK4iBgquBigL9H/v354aE8qUtGhWFXQHV1VNehJhZpyeihcZahv+QIvWaohKpaBKT8fbXe7U/SSXPgKXPhrcWzLGHLl8ZBU4S7snBQIFzfpxRXr1mlP+ErBjKQ3cVtRIS6eHMybE6OsCqMkn0mHjtVtO5s6vTNXBTmNRILhSSjE3O5aP8mu4+vHN3PDUFqqaXSwcFzxZLzMujMqmjkAm7VBNC21uL4snJNLS6eFgtX781U0unEThTZuje7uW3wsNR+Dih/R0tl7CQ2xcMieDFpeHc6alBI3wnj5Lr2f11H8+YIIqG3bWCvSir4Xjb+Sh2NtJ72fR6NEiKcrBvCt+xtfOPvV4X4oQx4+MYhdCiFFNFiEZCf6sFeieq05/z5X56XyHUwcJ6boHxx889R7HHshc2bs/1V8yKYlH1xyh2dVFdKg9MIY9w5yKF+mwHVPPVVd4amAq295yM9M09aK++6bN0tPSdr+kP2U1ywK9PoPdDTZQ6HV3YrNJiHQwKUX3XQ20tldvqwpqsFsVJye59A2OGF0CaBjdo8PLdXmdP7gCuO+ymVy3sAmbxUKITeGwWfsMT8iKC8dnQKXTRXZCOLvMxY6/ecoY1h6qY3txI1PSoqlqdhFmt2KdcCas+ROUbYGTvqdHmw/gxkW55JU5+dm5wcFTzqS5sAwczkIm2CsITT+2oRR/vmLmgGufjSYXz/4Mx4EL8XkkmSshhBjVJHM1Erw9git3K21urx5U4C+P2vwoPHUu+HQmJTRk8MxVeI8pg0smJ+P1Gaw7VAcQ6CXyT8WLCj2W4KqaRqvO8sSF2wcv47NYIXexLpcDiM0F4GB1C5VuM7vS3j0cYsHYeLYXD7/vakV+DSeOiSeivULfMH4pdDYFhm4AOtiC7qEb6LWbFk9IYuG4BOblxDM9I0YvKttDptl/5R9qkVfmJDrUxqkTkkiKcrDD7LuqbnaREu1AjT8TMHRv1xl3D3rdY5Mieev7p/Qd3x2bg9di51TLbsJxQdKkYT0PgcPDQ0iLGb1ZKyGESXquhBBiVJPgaiT4x7CDuc6VJ3gMe2u1HhjRqYMZf/Dk6j3Qwvw+tEfmak5WLNGhtkBpYLlTZ67SYkMBiAy1D2+ghdcDbbVU+vSggYtmpVPW2EFjm3vgY8aeDpiTCs2ywO3FjTRiZpZ6BFcnjU2g3e1lT/nQfVcvbinhUE0rZ0xO0ePfASacrb/W7O/esfYAWB0QP2box9dDllky6Q9Ed5Y4A1Po5mXHsb2kZ3AVCpnzYcEtcMU/IST8mO4rwGpDJYzjbNsu/X3y0GtcCSG+hCx2WedKCCFGMQmuRoI3uCywtdMTPMyiU/cm0aHf1A84ir2fzJXNamHxxCRWFtRiGAbljR2kRDtw2PQ+UaE2WofTc9VWAxgUdUYTFWrjrKl6Ot2gwdCYHr0xMXqR3h3Fjahws8epozu48vddrepnXa6e/rOzjF/8Zw+nT0rimgXZup9LWWGcuT5RTX73zjUHIGnisAcp+KXFhGK1KEobOmgze6zmZOnhEvNy4iiub6e2pZOqZhepMaH6/Of+HlJnHNP99GZJmoTDMMscjzFzJYT4krDaJHMlhBCjmARXI6F35qrTS2TPNa5cZgDTPnhw1XtaoN+SScnUtnSyr6KZcmdHoCQQ9KKrLcPJXJnldvlt4UxKiWJGhs5gDRpcJU6EyFT9n11nyraXNDIhJxNQQZmrxEgHiyck8veVhTy0qrDP2ly882OqH7mE21/OY+HYBB65dp4OEJtK9ajvqBSISNLZKr+a/KCSwOGyWS2kxYRS2tjOnvImvSCxOTZ+rjmEYntxA9XNnaRGhx7z+QeUOFF/jUyV0eBCiP5Jz5UQQoxqElyNhF6Zqza3p3uYBXQHV2bmKtBzNVBZoC04uDptYhKgh0DoNa66S9eGPdCiRU/ky3OGMTE1iphwOzkJ4UFrRvWhFMy/KTDwoqHNTXF9O7NzEvWwi/bg6YCPXz+fC2am88cPCvjxS7twdXkxDIPCKiedu14munI9J2RH88QN87tLH50lgawYyVO6+6xczdBc9rHL67LiwiltaCevVA+zmGWukTU9I5oQm4XlB2pwe3y6LHCkJJrZKslaCSEGYrXLtEAhhBjFZFrgSOg5LdDdQrvbGzyG3dV/WWDvda5cXV5C7RYsvQY0JEU5mJkZw0f5NVQ2dXD+jLTAtqhQO+1uL16f0WewQxAzc1XYEcXZ5lpCMzJi2GlO0hvQ6T8L/PNIrV7MeGJqlF73qEdZIOhesb9dOZtJKZH8edlB8sqaaHF5yG3L41VHKyh48uLE4JJJZ6lesBh0lmrX83rwR61ZHvhxg6v4MFYW1LKr1El2fLhekBhw2KzMzIhh2T69cHFqzEgGVxP0V+m3EkIMxGKTnishhBjFJHM1Erw9ygLNUew9+6Z6Z67sVgs2i+o7ir3LGzSGvafTJyWzs8RJl9cgM667LDAyVAcqQy4k3FqNgaKeaB0coYOrcmcH9a2dgx9rOlLXBsCYhAgIT+iTuQK9FtX3l07gkWvnEemwsWh8Ar+e2j0BMLKxoHtnrweay4MzV+5WXSroz2B9gsxVbUsnW4samJUVvJjvvJy4wBCQEc1cJU3SAaK/f0wIIXqz2KQsUAghRjEJrkaCP3NlsZmj2D3BPVeBgRbdmZ4wu7VPz1W72xuc1elhyaSkwL8zegRXUWZw1dI5xIt1SyUdIQl4sTLJXEdqRuYw+q56KKprw2ZROrgLiw/quert3OmpvH3bKTxw5RymtW+B9DmgLFC9L+iaMLwQ2yO4Ap21qjkA9nCIyR7WtfXmH8de1+pmdq/gam6PxX9HNHNlD4NbN8HEs0funEKI0cVqTgvs3ZcqhBBiVJDgaiT4M1fhCeBuo73T291z5fXobAwEMlegh1b0LgvsMMsC+zMzM5b4iBAAMnsNtACGHmrRUk2jJY7EyJBAidx0c6jF3mEGV0fr2siOD8dmtZiZq4GDq573S2UeTL5AryPVc9S6fwy7P3OVZC7MW3NAD7ZImgSWj/crmtWjL61PcJXdHVwlmc+FEEJ8Jix2/VVKA4UQYlSS4Gok+DNX4QnQ2UJrp6e758qftYI+wVXvgRYdbm+fSYF+VosKDLbI6K8scKihFi2VVPhimWhmrQCiQ+2MSYwIWkz4v/uqOPF3ywPrafV0tK6NMYkR5mPt23PVr8PmIsTjz4SUaVC9t3ub0wyuYs3sVFgsRKXr4KrmACRPHfr8A8iK18GV3aqYlh4dtC0pykFOQjiJkSGE2ORPQAjxGbKarw0yjl0IIUYleWc5ErzdwZXhbqXT4yPCXxbo6pEVah+8LLDD7SXcPvCMke8vHc/vLp0eVDoYFao/BR2q58poqaKoMyoouALdd+XPXB2obObHL+2ipqWTrUeDAyefz6Covo3cnsFVVzt09Q3CghQuh4hkSJ2pg6vGIuhs0duaSvTXmMzu/ZMnQ8kGvfCyP5P1MSRFOgixWZiSFh20KLPfxbMzOHVCUj9HCiHEpyiQuZLgSgghRiMJrkaCf52r8Hjo1CWAgYEWPYOrHpmrULuVji5f0Gk6uryBMe39GZcUyTUn5QTd5u/tah5sIWGvB9pqqfDGMim1b3BV0eTiUHUL33pmG1GhNkKsFg5UNgftV9XswtXl685chelFgwctDfR54fAKnbWyWCBlur7dP6zCWarXtrJ3Z+JInqrHs/v//TFZLIpzpqVy0az0frf/5KyJ3P/12R/7/EII8bFYzeBKxrELIcSoJMHVSOiRuVLeTmx4ujNX/rLAyJTgskC7FVd/ZYED9FwNJHo4ZYGtVSgMqo24vpkrc6jFNU9spqalk8eum8/E1Ej29wquivyTAntmrmDw0sDyHfoxjzen56VM01/9pYFNpd39Vn49s1XJHz9zBfD3q+Zw8+Kxn+gcQggxoizma4NkroQQYlSS4GokeHoMtAAicPXNXMXl9um5au8KDog6ugaeFjgQf8/VoAMt6g4BcNRIZWJKZNAmfz9STUsnf7xsJrOyYpmSGt0nc3WkT3ClH2t/49gDCj/UEwLHLdXfx2SBI7p7YqCztHtSoJ8/1YERwgAAIABJREFUW+WIhuiMgc8thBBfRIHMlQRXQggxGklwNRJ6ZK4AIunoHsXuX0A4LhdcTr1ALmbPlbvvKPb++oMGE2a3YrWowXuuzOCqLWpsoEfLLyrUzoWz0rn9rIlcMkcHM1PTo6lrdVPT4grsV1TXRqjdQqp/XajhlAUe+hAy5ndnuZQyh1rs02OI+81cTTK/Ttb7CyHEaCI9V0IIMapJcDUS/NMCzYAjQrm6M1A9M1eGDzr193oUe3DPlavLG7z48DAopYh02AYvC6w7SBvhxKdk9bv571fN4bYzJgS+n5Kms1n7K7qzV0fr2shNiMBiMQOeoTJXdYegYidMOCv4dn9w1VoDHlf3pEA/RySkzYKchQM/HiGE+KKSnishhBjVjq0GTfTPv85VmF4/KQIXEY5eZYH+IKKjEcLi+kwLNAyDji4vYceYuQI91GKwgRa+uoMU+tKYlBo94D49+YOrA5UtnD4pGYCj9W2BxYeBwGPtWepI/WHY/TIUvAtVe/QntJMvCD55yjTdh1ayQX/fO3MFcPNHupxQCCFGG+m5EkKIUU2Cq5Hg6QRrCDh08BGUuepshpAoCE/U35vBSO91rtxeH16fMeA6V4OJCrUNWhborsrnkDGpz2K6A4kJs5MRGxYYauHx+iipb+ecaandO9lCdF+UvyywpRoeW6Ifb/YCOOv/mQsHjws+uX9iYMEH+mvvnivo/mRXCCFGG+m5EkKIUU2Cq5HgdYPVoUvagIignqsmCI3p7jtq18FVqJm5MgwDpRQud3cv1rGKCrUNPNDC1UxoRzW1IWdx8dSUYZ9zSlr3UItyZwcen9E9zMIvLK67LHDZneDpgFs2QvKUgU/s33Zomf7aX+ZKCCFGq0DPlXfw/YQQQnwhSe3VSPB06kxOiA6uInER3rMsMDS6TxmdP4jq9Oigyj858ONkrgbruSrYvxOA8dPmYrcO/8c9NT2aI7WtuLq8fScF+oXH61HsR9fCnpdh0Y8GD6xAZ/dic/RxjhgIG142TQghjoVS6v+zd+9Rcp3lne9/z951667ullpq3Wz5IhsZLNnyTTgQINgYHJsM4eYDcsJkzAQcCE4myclZkKwzEJKTWc4ahkNYgXgMx2HlDOBwTEjIGRkHMnaAMwZswAjL2FjIwpZlybq01Peurtrv+WPvule1uqXurq63v5+1WNW1d1VpV7MWm18/z/u8N5nZU2a2z8w+1OY115nZY2a218z+dUkuLKQtEAB8RrhaCKXppHJVbgucVG+6NlytahGu4l/9RNIaWG4RnO9ACyme+NcuXD383Xht0y++Yn4DIrZt6lfkpKcOjzbvcVXWuzZuB/zv/2scmF7zB3P78HJrYKuWQAA4S2YWSvqUpJslbZN0q5lta3jNakmflvSrzrntkv6XJbm48por2gIBwEuEq4VQLNRVrlaH00qVq0TTI/HapFxSoalZcyWpMtSi/DjfUexSvNfVaIuBFj8/Pq7x53+ikoXKb9ja4p3tbdsUby78kxdG9MyxcfVnU1qbz9S/qGeNdOTH0rGnpDd+TEr3zO3Dy5sJ0xIIYHFcK2mfc26/c64g6V5Jb254za9J+nvn3LOS5Jx7cUmujFHsAOA1wtVCKE5JqZyUyqqkUKvD6eq5cuUqTMVtcJPxAIieZODFZEPl6ozWXGVbr7n67Lee0UuCF+QGL5r3kIjNgz3qy6b0RBKutqzLyxr3nSqPY3/Zv5EuuXHuH14OV1SuACyOcyU9V/P8YHKs1iWSBs3sITP7vpn9RqsPMrPbzexRM3v06NGjZ39ljGIHAK8RrhZCqRBPCzTTdNCjVU3hKhmB3rO6ac3VVEPlal5tgUeekMaPqT+X0nQxUqFY3TfrxHhB/8/3n9OVPUeUWv/SeX+lIDBduqm/Urm6cG2++UVrL44D4013zu/DK22B58/+OgA4M612IHcNz1OSrpH0K5J+WdJ/NLNLmt7k3N3OuZ3OuZ3r1q07+ytjFDsAeI1wtRCK01IqK0masl71B0m4ck6aGokrV1K87qohXFXaAgvzbAssFqR7bpLu/2BlMmHtuqv/++GfqzhT0PqZQ9LQ/FoCyy7dNKAnDo3o+ZOTzeutJOnl75H+4In5V6CGXiK99b9KV/76GV0XAJzGQUm1/8O0WdKhFq/5mnNu3Dl3TNI3JV2x6FfGKHYA8BrhaiGUR7FLmrAe9dtUfLwwLrlS63CViX/1lbbA+VaunvuuNH1KevrrGkiWQtXudfU/nnpRv7K5IItmpKGmP8bOyaWbBjReKMm5FsMsJMmsMn5+3q7YVR1PDwAL6xFJW81si5llJO2S9NWG1/yjpNeYWcrMeiX9gqSfLPqVVdZc0RYIAD4iXC2E8ih2SePKKV8OV9PxPlHKJm2BvWsqm+7m2lSu5jyKfd/Xk3/jlM4b+5EkaSQZalEsRXryhRH94upkg98zDFfbNg1Ufm4ZrgBgGXLOFSXdIekBxYHpS865vWb2PjN7X/Kan0j6mqQ9kr4n6bPOuccX/eJCpgUCgM/YRHghlEexKw5Xq9xkfHzqVPw4S1tgec3VxHwHWuz7F+nca6TDj+vcF78p6YZKW+CB4+OaLkbalj4cv/YM2wJfurFfgUmRky4kXAHoIs653ZJ2Nxy7q+H5f5b0n5fyupgWCAB+o3K1EMqj2CWNRjn1qhyukspVZaDFoDR1UoqiSoVqoqEtcE6Vq5FD0pHHpUt/VdryGq099GD8bydtgXsPxf/ueaXnpL6N1XA3T7l0qIvW9WltPqNVPfObNggAaIE1VwDgNSpXC6GmcjUS5ZRrqlwle1z1DEoukqZPqScdV4LK7YBTMyUFJmXCOeTdff8SP259g5TJK7vvD7XFXtDYdHyzfuKFEWXCQAPjB864alX2ph3n6OjY1Fl9BgAgwZorAPAalauFUFO5OhVllYsm4uNNbYHJAIfJ4aZNhCcKJfWkw+a9pFrZ93Wp/xxp/Tbpkl+WJL0u+EFloMUTh0a0dX1ewfGfnvF6q7L/8Pqt+j/ecvlZfQYAIFFec0W4AgAvEa5m8+JPpO995vSvSypXM6VIo1FWmVISrqaTcJWtaQuUpMlhZcJAgdXvc1XeWHj2f6so/ewh6SU3xNP6Vp+vaP023RD8UCNJuPrJCyO6dn0pDndnGa4AAAsooC0QAHxGuJrND/5W2v2/SVFp9tcVC1Iqq4npksZcj0JXjCcIthpoIUmTwzIz9aTD6ij2Qqkynn1WBx+JQ9tLXl85ZJfcpJcHT2lmfFgvjk7p2FhBL+87Fp9cR7gCgGUjZKAFAPiMcDWb8WOSnDQ9OvvrStNSmNF4oahx5eJjhfF4oEWYkdLJsXK4mijvdRXWjWLvTc+hcrXvG5KF0kXXVQ7ZJTcpbSVtPPr/6YlkmMWlqRfik1SuAGD5CMqj2GkLBAAfEa5mM3E8fizvV9WKc/EmwqmsJmrD1fRoXLmqndTXW11zJcXT+CZr2gJzc5kUuO/r0nnXSj2rq8c279RJDeji4W/riRdGJDmdM71PSufjtVkAgOXBLP4DGZUrAPAS0wJnM5G01pXb+1opFeLHMKOxpC1QklQYi0NZtroRb2VqYM1eV3VtgenTZN2xF6UXfiS97j/WHw9CPZrZqVeOfUeFH3xY3+35jrKPHZc2XysF5GcAWFbCNGuuAMBT/D/v2YwnlaupWSpXxen4MZXVxHRt5WqsuXIVpuKwNdmiLXCmpN7TDbQoj2CvWW9V9sP8a5SPRnXFyIM62LtNetMnpVu/eNqvCABYYkGaaYEA4CkqV7MptwXOqXKV1XihtnLVoi1Qitv5Jk/EP9ZUriYKRfWke2e/np/9D6l3SNq4o+nUU6terd+Y/pQeHu7XB159qa65hrVWALAshSkqVwDgKSpXzklR1Hy8MC4Vk82AZ1tzValcZTTeVLkakXID9a/vWVNXuSqPYp+aiSp7X7W9zmf+VbrotS1b/fp7MvrmiUHNuJS2bRpo8QEAgGUhSLPmCgA8Rbj6p9+V7rut+fj4serPs1auknAVZhumBbZoC5TiiYG1a65q97lKzxKujj4pjR2pmxJYqy9bLUJuO4dwBQDLVphmWiAAeIpwNfzzeEhEo3JLoHSaNVdJW2Aqo4npksZdTeWqcaCF1DZcTRSKs1eu9v9r/LjltS1P9+ficDWQS+nc1T3tPwcA0FlBisoVAHiKcOUiafRI3HZXqy5cnWz//qbKVRJsJoelmYnqhMCynkFpIl5zlcuEmixEiiIXtwXOVrna/5A0uEUavKDl6b4kXF26aUBm1v5zAACdxbRAAPAW4SoqxWurGtdV1bYFzrrmqly5ymp8uqgwnYv76UcPxccb2wJ718RhLYqSgRZFTRXj6lXbylWpKB34drzeqo3+pC2QlkAAWOaYFggA3iJcuTjYaOzF+uPlylXfxtnbAiuVq4zGCyXlsykp2yedej4+3jTQYjCulk2PVNoCJ5KJgb3twtWhH8TTBy+6ru1l9OfSksQwCwBY7sIU4QoAPEW4ipJwNXq4/vjEsbgvftXm2QdaNOxzlc+GUqZfGmlTueoZjB8nT6gnEypy0shk3B6Sa9cWuP8hSSZd+EttL+OCtb1KBaZrLhhsf60AgM4LaAsEAF+xz5VLxrCPHak/Pn5M6l0bh6NZ11yV97nKaGw62Qg43SedOhgfbzXQQpImh9WTXiNJOjEef0bbNVf7/1XaeLmUX9v2Mq46f1B7/uTG029EDADorJBR7ADgKypXrl3l6kS8YW9u1dwrV4Wi8plQyuSr67SaKldxoNLkcGWNVTlctWwLLIxLz3131pbAMoIVAHSBIMUodgDwFOGqvIHwWIu2wPzaeM3UrKPYa6cFJmuuMn3V823bAk9WKlXDE7NUrp59OP4L5yzDLAAAXYRR7ADgrTmFKzO7ycyeMrN9ZvahFucHzewrZrbHzL5nZpfVnDtgZj82s8fM7NGFvPgFUalcNbQFThyvaQucwybCqUx1zVW2Nly1aQucOFFZY3W83BbYqnK1/yEpzEjnv3KOXwgAsKwxih0AvHXacGVmoaRPSbpZ0jZJt5rZtoaX/bGkx5xzOyT9hqS/bDh/vXPuSufczgW45oVVHmjRcs3VULxmqjQtzUy1fn+lLTCn8eli3JqX6U9OWs3PiZ5k36vatsCx04SrzdfGrYYAgO4XsOYKAHw1l8rVtZL2Oef2O+cKku6V9OaG12yT9C+S5Jx7UtKFZrZhQa90sbQaaFGaiYdY5IeqbX3t9rqqGWgxXijFa67KlavsgBQ0/IrDdHx88kSlDbDtQIuJE9LhH9MSCAA+CVlzBQC+mku4OlfSczXPDybHav1I0tskycyulXSBpM3JOSfpn83s+2Z2e7t/xMxuN7NHzezRo0ePzvX6z16rgRaTw/FjuS1Qar/uqnGgRe2aq8b1VmWrNkvDP6+Gq4k2lasXHosfz7t2rt8GALDcUbkCAG/NJVxZi2Ou4fmdkgbN7DFJvyPph5LKf5Z7lXPuasVthR8ws5abNTnn7nbO7XTO7Vy3bt3crn4hlNsCp05WW//Gj8WPvWuro9TbrbtKKlfTSmmm5KqbCEvN663KhrZKx35aCVPD7SpXL+yJHzfumNdXAgAsY6y5AgBvzSVcHZR0Xs3zzZIO1b7AOTfinHu3c+5KxWuu1kl6Jjl3KHl8UdJXFLcZLq09X5KO7G19zkWq5Mdya+BEEq7q2gLbhKvitBSkNFGI82ZvJqyus2pXuRq6RBo+oJ4gzp/H24Wrw3ukgc1S75rZvh0AoJsEaSmiLRAAfDSXcPWIpK1mtsXMMpJ2Sfpq7QvMbHVyTpLeI+mbzrkRM8ubWX/ymrykGyU9vnCXP0e7/1D6/udan4tKUl+yPKwSro7Hj71rq9Wndm2BpUIyhj2+UeYzqerwidnClSspPx53Ww6PF5QJA6XChv86XtgjbaJqBQBeCVNUrgDAU6fdddY5VzSzOyQ9ICmUdI9zbq+ZvS85f5ekSyX9rZmVJD0h6TeTt2+Q9BUzK/9bX3DOfW3hv8ZpFAvt/0roImlgU7zPVXndVaUtcKjaF9+uLbA4HY9hL8TthflsSkrVDLRoZWirJKnn1M8kpTVeKGkg1/BfxfSYdHyfdNnb5/AFAQBdg8oVAHjrtOFKkpxzuyXtbjh2V83PD0va2uJ9+yVdcZbXePZKheraqkauJA2cKx36YYvK1RppZjL+ue20wGkpzGpsOr5R9mZDKTzNQIu18a8qPbxPcS5VPMK91pG9khyVKwDwTUi4AgBfzWkT4a4WleIAlUwFPDg8off+7aOaSNr44rbA9ZIF9eEqtyq+AWb64nNtK1eFZAPhpHKVSUnZ8pqrNpWrbJ80sFnB8Z8ql47/K2iaFHiYYRYA4KWAtkAA8JX/4ap8A4vi/ay+98wJff2JI9p/dDw+7kpxi0Z+fX1bYO9Q/HMQxGGp7Zqr6fo1V9nw9KPYperEwGSIRa5pUuCPpJ7BeGw7AMAfIaPYAcBXKyBcJZv8JpWrcvvedDHZPDiKpCCU+jfUTwvMD1U/I7vqNJWrbKUSls+k4vdaIPVvan9dQ5dIx55WbxKqeltVrjbukKzVJHwAQNcKUnFboGvc1QQA0O1WQLgqV67icDU6VQ5XyRosF8VBqG9DtXI1cSKeFFiWW3WaNVcZjSVtgb3ZMG4z/K1vSdve0v66hrZKhTFtTp2U1DCGvTQjvfgT1lsBgI+CdPzIuisA8M4KCFfT8aOrD1eFcuXKlarhqly5Gj/WEK4GTjMtMKuJ6ZrKlSRtvCwet9vO0CWSpJeE8ZZhdWuujj4ZV9w2dn4WCABggZXvDay7AgDvrIBwlbQFRuW2wPhmVm0LLCVtgRul8aNSqRgPtKhtC8ytOs0+VxmNF0oya7ERcDvrXipJ2uKScFX7vheSYRZUrgDAP5XKFeEKAHyzAsJVcvNycZiqtgXWVq7CuHLlImn4mfiGV1u5yp6+cjU+XVRvOlQQzHGNVN8GKTugC9xBSQ3h6vAeKd0rrX3JnL8mAKBLhEm4KtEWCAC+WQHhqjzQIg5TY+VwNVOKFxO7qFq5kpL9pVSdFigla67ahKukcjVRKKo3O6dtw2Jm0tBWbS4l4SrTULnasD2+LgCAX4LkXkHlCgC8s3LCVcNAi0Ipqk5qslDqawhXdW2BA3FbYDLOvU6lclVSvnHi3+kMXaJNM89KqglXUSQd/jH7WwGAryqVK8IVAPhmBYSrcltgEq7Ko9hnosqxeGz6hvjnSuVqTfUzcqskOakw1uLzC/E+V9NF5edTuZKkoa1aXTymvCYrI9k1/IxUGGW9FQD4ijVXAOCtFRCuGitXNQMtkmMKkmmBkvRii7bA7ED82Goce3FaSmV0YqKg1b3p+V3bUDzU4iJ7oVq5Ovzj+JHKFQD4qVy5Kt+DAADeWDnhqmET4UKxtnIVSqmslFstDR+IjzW2BUqth1qUpqUwqyOnprRhIDe/a0vGsV9sh5QrV64O74mvZ/22+X0WAKA7BIxiBwBfrYBwVd5EOJJzrn4T4UrlKgk25aEWqVw8ra8styp+bDWOvViQCzN6cXRaG+cbrtZsUclCvSR4Xr2ZMP78J74qbdgmpef5WQCA7hDSFggAvloB4apauZqaiVSK4iEW08WoMkFQloSrcmtg71A8za8sWw5XrStXE1GoYuS0cdU8A1GY1mjPebrYDqk3dNJ975ZO7Jfe8Gfz+xwAQPcIGMUOAL6a5wSGLlScjh+jUmW9lZRUrirhKsmY5cpVvmaPK6lauWpcc1UqSi7SWDEOZ/NuC5Q02rdFF4/9VPnH75T2fUN6019KF18/788BAHSJkFHsAOCrFVC5qk4LLE8KlJI1V41tgZXKVWO4arPmqjglSTo1E/8a590WKGli4CJdEjyvc5/+b9Ir75CuuW3enwEA6CKsuQIAb62AcFWdFljeQFgqtwXWjGKXqpWr2kmBUnVaYGO4Sj77VCFuIZx3W6Ck6dUvkSSNnP8G6Q1/Ou/3AwC6DKPYAcBb/rcF1qy5Gq0NVzOzVK7yDeEqnZPCbIvKVdxyeHLaFAamob7svC/vote8Uw8fP6hr3/lH1esAAPgrZM0VAPhqBYSr6rTAsen451RgKpRmG2ixRk1yq1qsuYrD1Ylp07q+rMLAmt93Gn2r1uqV/+4/zft9AIAuFbDmCgB8tXLaAl1JI0nlam1fJhlo0dAWOHBO/FgOWbVyAy0qV/FnH5sybTiDlkAAwApUqVwRrgDANyuoclVdczXUl23dFrj2Yunt/5d0yU3Nn5MdaN7nKqlcHZt02njO/FsCAQArUGXNFW2BAOCbFRCuypWrqLLmak0+o5MTM81tgZJ0+S2tP6dVW2BSuToyeWaTAgEAK1DItEAA8NWKagscm55RTzpUPpNqGMU+h19Dq7bApHJ1qkBbIABgjpgWCADeWjnhKoorV325lLLpoGET4TlM6cutam4LTKYFFlyayhUAYG5C2gIBwFcrJ1wlmwj351LKpoLW+1zNJtuqchV/dkEpwhUAYG4CRrEDgK9WTriK4n2u+rMpZVJBQ1vgXCpXq6XiZGWdlaRq5Upp2gIBAHMTMoodAHy1AsJVcvNyJY1NzcRtgamwoXI1l3A1ED/WDrWgcgUAmK+AUewA4KsVEK6qlaux6aL6s+mkLbAkRcmaqzlVrlbFj7WtgUnlKp3pUT7r/+BFAMACCBloAQC+WjnhypUqAy0yqUAzJacomueaK6k+XCXTAlf15xfwggEAXgvKo9hZcwUAvlkB4aq8iXCksanyQIu4UjVTTG5scwlXrdoCk/VXg/39C3W1AADfmcXt6FSuAMA7KyBcxQHIuZLGCvFAi2wq/tozM8mNrU1b4KMHTujO+5+Mn7RqC0wqV4Or+hb+ugEA/grTrLkCAA+tgHBVrlyV5JzUn0srm07CVTE512agxRe++6zu+tefxZMFK22B1cpVNBOHq6FVVK4AAPMQpNnnCgA8tALCVXXNlaR4zVVYrlwlN7Y2lau9h+IgdXKy0LJyNTk5ociZ1q9izRUALCdmdpOZPWVm+8zsQy3OX2dmp8zsseQ/H17SCwxTVK4AwEP+j7hLJvqV97Tqz6UUueRUqf0o9qmZkvYdHZMknZyY0fp1SXWqZs3V+MSEQqW0YVXP4lw7AGDezCyU9ClJb5B0UNIjZvZV59wTDS/9lnPu3yz5BUpJ5YpwBQC+WQGVq/jmZXKSnPpq11xV2gKbfw1PHR5VKUlhJ8YLcXUrO9BUuSoorY1sIAwAy8m1kvY55/Y75wqS7pX05g5fU70wzbRAAPDQCghXhcqPoSL159LKJOGqWJ4WGDT/GsotgZJ0ciL5jP5N0qmDlePTU5OaZgNhAFhuzpX0XM3zg8mxRq80sx+Z2f1mtn1pLi0RpFhzBQAe8r8tsCZcBXLqz6XiDYRVE65atAXuPXRKgUmRk4YnkgrX4IXS8M8rr5mentSM0trQl120ywcAzJu1OOYanv9A0gXOuTEze6Okf5C0temDzG6XdLsknX/++Qt3hSFtgQDgoxVQuarevAJFdftcVStXrcLViC7fvFpS0hYoJeHqgOTie/TM9LRKQUZh0Oo+DgDokIOSzqt5vlnSodoXOOdGnHNjyc+7JaXNbKjxg5xzdzvndjrndq5bt27hrjBgFDsA+GgFhKv6tsDaNVftKlfFUqQnD4/omvMHlUsH1bbAwQulwqg0cSJ+3cyUoiCz6F8BADAvj0jaamZbzCwjaZekr9a+wMw2mpklP1+r+H54fMmuMKQtEAB8tALaAqt/GUxZpHymGq5KlWmB9Rlz/7FxTc1E2n7OgNb0ZurbAqW4epVfq2hmSgoJVwCwnDjnimZ2h6QHJIWS7nHO7TWz9yXn75J0i6T3m1lR0qSkXc65xtbBxUPlCgC8tALCVUEKs1JpWv2ZQEFgp20L3Hsongi4/dwBre7NaLi2LVCShp+RNl8jzUwrYL0VACw7Savf7oZjd9X8/FeS/mqpr6uCNVcA4KWV0RaYiqf5DWTjtVHZdFK5qrQF1v8a9j4/okwq0MXr+jSYT2u40hZ4Qfw4fEDj00UFrqAgzaRAAMA8BYxiBwAf+R2uopLkSlK6HK7ir5sJy22B7SpXI3rZxn6lw0CDvRmdLLcFZvJSfr00fECHR6aU0YxSGSpXAIB5CkIqVwDgIb/DVXmYRVK56s80VK4qa66q4co5p72HTmn7OQOSpMHejE5MVIdilCcGHjk1payKSmd6Fvc7AAD8E7LmCgB8tDLCVToOQP3ZOETNVrk6ODypkamitp2zSpI02JvWqckZlaJknXOy11W5cpXJ0hYIAJingDVXAOAjz8NVcuMqV66SNVepMFAqsGq4qllztffQiCTpsnLlKp+Rc9LIZM3EwJGDevHkqDIqKtdD5QoAME9hijVXAOAhz8NVfeVqIFPd7DeTClQqNrcFPnHolAKTXrax2hYoqdoaOHih5CIVjj2rbFBUirZAAMB8UbkCAC+tjHCVVK7y6Wq4yqYCufIGjkF95eridX3qycSBa3VvWpLqNxKW5IafUc6K8Zh3AADmgzVXAOAlz8NVfOOKUsmaq0z162ZTYcuBFnsPjVSGWUjSmnxcuRoer99IODP6rDKakVKEKwDAPAXpeKItAMArnoeruNpUDOIAlG9sCyyHq2SgxfB4QYdHprStJlw1tQX2b5LCjPonn1fazUhhZrG/BQDAN2GKtkAA8NCKCFeFcrhq1xaYDLQ4NjYtSdq4qrqOqqktMAjkVl+gdTPPK1SJyhUAYP4C2gIBwEeeh6v4xlVQXF3qqykyZdOBooa2wLHpOGz1Zattgn3ZlNKhaXiiehMsDJyvi/V8/ITKFQBgvsK0FDEtEAB843e4KsaVqOkkXOXT1dCUTYWKovq2wPHp+Hk+k6q8zsy0ujej4fHqRsKjPefpAjsSP6FyBQCYryBF5QoAPOR3uEraAqeScJWucWhZAAAgAElEQVR0+EmKNxKuVq7iX0O5cpXPVsOVFG8kPDxRDVcn0puUtuS9VK4AAPMVMoodAHzkebiKb1yTLk5VvbVrrtKBXFSKg5XFx8crbYGN4SpT1xZ4KNhYPUnlCgAwX0HSFuhcp68EALCAPA9XcbVpIiqHq+qpeKBFqVK1kqTxQrvKVX1b4M+jddWT7HMFAJivILnPsO4KALyyIsLVeBTfxHrD2mmBYRKuquuwxtpVrvLpusrV04U11ZMp2gIBAPMUJvcZ1l0BgFc8D1fxTWssigNQJqy2X2TKlaugGq7Gp4sKTMql638tg70ZnZwoyCXtG8+Ohzppq+OTVK4AAPMVJK0UrLsCAK94Hq7iytVYMf4LoblS5VQ2FcTtGFYbrkrqy6ZkZnUfM9ibUTFyGk0qW0dOTel4ZlN8ksoVAGC+wiRclWgLBACfrIhwNVoq97ZHlVPxKPZICqq/grHpYlNLoFSzkfB4/BfGI6NTGuvdHJ+kcgUAmK/KmisqVwDgE8/DVXzTOpVUrlRTucqkAqlxoMV0sWmYhSStycfVqeGJgqZmSjo5MaNC//nxSaYFAgDmq1y5YqAFAHjF83AVbyJ8aiZp/Ysa2gJdSa5hoEWrcLW6Nw5XJyYKOjIyFR8cvDB+ZJ8rAMB8lddcMdACALzSnCR8kty0TpbDVe2aq3SgQFHDmqvWbYGD5bbAiYIOn4pfP7P1jdLASWnDZYt19QAAX1G5AgAveR6uCpJMJwtJga6uchUqlJOzQOXxFWPTRa3rb27zq7QFjs8oTNZoDa3bIF324cW8egCArwJGsQOAj/wPV2FGY4VkBLurDrTIpOLKlWuYFtiqLXAgl1Zg8ZqrUhR/1oaB3OJeOwDAXyGj2AHAR56HqxkpzGi6kDxvWHMVWCRXM3a93bTAIDCt6klreKKgiUJJuXSggZzfvzoAwCIKGMUOAD6a00ALM7vJzJ4ys31m9qEW5wfN7CtmtsfMvmdml831vYuqVJDCtIpREqAa9rkKFckprlw559pOC5SkwXxGwxMzOjIypY0Duaa9sAAAmLOQUewA4KPThiszCyV9StLNkrZJutXMtjW87I8lPeac2yHpNyT95Tzeu3hKBSmV1Ywrh6vafa7icBUlo9ini5GKkWtZuZLijYSHx+NpgbQEAgDOCtMCAcBLc6lcXStpn3Nuv3OuIOleSW9ueM02Sf8iSc65JyVdaGYb5vjexVOakcK0ZqLWAy3iNVfxufHpuDUjnwmbPkaKJwYOT8zoMOEKAHC22EQYALw0l3B1rqTnap4fTI7V+pGkt0mSmV0r6QJJm+f4XiXvu93MHjWzR48ePTq3qz+dZKBFtXLVsOZKTpHK4So+17YtsFK5mtbGVYQrAMBZCFlzBQA+mku4arW4yDU8v1PSoJk9Jul3JP1QUnGO740POne3c26nc27nunXr5nBZc5CEq8qaq6h+n6tQUSVcjSWVq7ZtgfmMjoxOqVCMqFwBAM4OlSsA8NJcRt4dlHRezfPNkg7VvsA5NyLp3ZJk8aSHZ5L/9J7uvYuqWJAL0yqpec1VJozbAiuVq0LSFtgmXK3uTcslsXDDQPNeWAAAzFnImisA8NFcKlePSNpqZlvMLCNpl6Sv1r7AzFYn5yTpPZK+mQSu0753UZUKckFGJbVYc9WmctUuXK3pzVR+3kjlCgBwNsoDLSLaAgHAJ6etXDnnimZ2h6QHJIWS7nHO7TWz9yXn75J0qaS/NbOSpCck/eZs712cr9JCMtCiHKBajWKPGgZa9LfZv2p1TbiiLRAAcFYqo9gJVwDgkznthOuc2y1pd8Oxu2p+fljS1rm+d8mUCnKpnpaVq0wqkMmplOxzNX6aytVgb7ry83raAgEAZ4NR7ADgpTltIty1SvGaq9aVqzCuXCWTBMeSaYF9mfYDLSRpTT6jbKr1uHYAAOakvOaKgRYA4BXPw9WMXJCtqVw1bCJsUeXc2FS5ctVun6s4XNESCAA4awGj2AHAR56Hq4KiMF0NV037XEUqueq0wGwqUCps/StZnbQFMikQAHDWQkaxA4CPvA9XLkjLtVhzlQrjgRalmmmB7fa4kqR0GGiwN61zV/cs6iUDAFYA1lwBgJfmNNCia5Vm5JIbWGShgprKlSSFpsoeWOPTxbbDLMo+++9eTrgCAJw91lwBgJc8D1fTipJw5Syoq1xJUsoildzcw9U1FwwuznUCAFaWILnfsOYKALzieVvgTDVcKaxbcyVJKTkVXW1bIFMAAQBLwEyykMoVAHjG83BVkAviKX/OAsm5utP1lavSaStXAAAsmDDNmisA8Iz34araFhg2tQWGFqmY/Arm0hYIAMCCCdJSRFsgAPjE33AVlSQXqWTJomELmtoCQzkVK5sIF9tuIAwAwIILU1SuAMAz/oarUkGSFIXtB1qEFlXCFZUrAMCSonIFAN7xP1xVKlfNAy1CORUjUxQ5jRdKDLQAACydMM1ACwDwjMfhKr5hldsCW1WuAkWacYEmZuLjfTkqVwCAJRKkGMUOAJ7xOFwllatkoIWCUHJR3UtCRZpxpvHp+OZGWyAAYMlQuQIA73gfrkoWB6ZW0wKDZKDF6FQcrvoIVwCApRIwih0AfONvuCom4SpoPy0wUKSZqKZyxbRAAMBSCVMMtAAAz/gbrhoGWrTc56oxXFG5AgAsFSpXAOAd78NV0WrXXDVWrkqacaaxadoCAQBLjDVXAOAdj8NVfMOKkjVXajEt0MqVq0K5csUodgDAEgnSTAsEAM94HK7KlatyuGqeFhg4p0JkGmOgBQBgqYUpKlcA4JkVEK4ykiQXNK+5MpVUUqCTE/HNjTVXAIAlE6RYcwUAnvE4XCWbCAe1lauGNVcukpPp+HhBZlJvhrZAAMASCVhzBQC+8ThcJZUrxQMtrMUmwqZIJQU6MV5QPpOSmS35ZQIAVqgw1dRRAQDobisgXJU3EW4eaBG4UjVcMcwCALCUGMUOAN7xP1xZm8qVc5KkyJXDFeutAABLiFHsAOCdFRCu2oxiT34uV66YFAgAWFKMYgcA73gcruK/BlbCVeMmwsnPkayy5goAgCXDKHYA8I7H4ap+zZVZ2LJyFSlQoRSpL0e4AgAsIdZcAYB3vA9XM5q9clVKfgW0BQKAP8zsJjN7ysz2mdmHZnndy82sZGa3LOX1SUrWXNEWCAA+8ThcldsC44EWatxEOBluESW/AqYFAoAfzCyU9ClJN0vaJulWM9vW5nV/IemBpb3CBJsIA4B3PA5XBckClRSHpqZpgVF95YppgQDgjWsl7XPO7XfOFSTdK+nNLV73O5K+LOnFpby4CqYFAoB3/A5XYUalKB65rsY1V5XKVbxxcB8DLQDAF+dKeq7m+cHkWIWZnSvprZLumu2DzOx2M3vUzB49evTowl5luiduC6R6BQDe8DhczUhhRlGyn5U1rrmqGWghUbkCAI9Yi2Ou4fknJH3QOVdq8drqm5y72zm30zm3c926dQt2gZKkdD5+LIwv7OcCADrG30RRKkhhulK5sqY1Vwy0AABPHZR0Xs3zzZIONbxmp6R7zUyShiS90cyKzrl/WJpLlJSpCVc9q5fsnwUALB5/E0Vxur4tsGlaYNwWyJorAPDOI5K2mtkWSc9L2iXp12pf4JzbUv7ZzD4n6f9d0mAlVcPVzMSS/rMAgMXjb6IozUhhur4tMGoeaMG0QADwi3OuaGZ3KJ4CGEq6xzm318zel5yfdZ3Vkkn3xo+Fsc5eBwBgwXgcrsoDLeKnTWuukp9deaAFlSsA8IZzbrek3Q3HWoYq59xtS3FNTSptgVSuAMAXHg+0KDQPtKhdc5VUsSyMQxVtgQCAJZVhoAUA+MbjcDVTt+aqaZ+rpHIVBnGoonIFAFhSlTVXhCsA8IXH4arQIlw1D7SwMF5rReUKALCkKmuuCFcA4AuPw1V1nyuzVm2B8c9BJVwx0AIAsIQyffEja64AwBseh6vqPlehmWSt2wJTQahMGCibIlwBAJZQJqlc0RYIAN7wPFxlVHJOgVm8z1XLylWKqhUAYOmlcpIFtAUCgEc8D1dpOScFgeIbWIs1V2GYYr0VAGDpmUnpPG2BAOARf1NFzUCLsFXlqhyuUqH6An9/DQCAZSyTZxNhAPCIv6miJlwFQXnNVXNb4MbVeV2S7u/QRQIAVrRMrzRD5QoAfOFxuJqRwrQi5xQGSeXKRZJzcStGErT+/asvli66qsMXCwBYkTJ51lwBgEf8XnOVytZPC5SqEwPLLYIBwywAAB2SJlwBgE88DlfVfa6CwJKpFqqGqnKLoBGuAAAdQuUKALzicbhqsc+VVA1V5QoWlSsAQKew5goAvOJ5uMqoFKm65kqqVq6iJFxRuQIAdEqmj2mBAOARP8NVVIorU5W2QLWoXJXbAq0jlwgAgNK97HMFAB7xM1yVCvFjbVtgU+WKgRYAgA5jzRUAeMXPcFWcjh/DjEquZp8rKR7FLjHQAgDQeZm8VJys3+QeANC1/AxXpZn4Mcwoqgy0SNr/GGgBAFguMvn4kaEWAOAFT8NVQ1tgy4EWVK4AAB2W7o0fWXcFAF7wPFzFAy1stlHs5uevAADQBTJ98SMTAwHAC34mi9q2QCeFgWYZaOHnrwAA0AUySeWKtkAA8EKq0xewKGoqV+03EaYtEMCZmZmZ0cGDBzU1NdXpS/FGLpfT5s2blU6nO30pS6u85oqJgQAWAPenhXUm9ybvw1VUnhZYqVwl7YCMYgdwhg4ePKj+/n5deOGFcdsxzopzTsePH9fBgwe1ZcuWTl/O0koTrgAsHO5PC+dM701+9sRV2gJr9rkqr61qWnNFuAIwP1NTU1q7di03rgViZlq7du3K/EsrlSsAC4j708I503uTp+Gqvi0waDUtsNIW6OevAMDi4sa1sFbs75M1VwAW2Ir939NFcCa/Sz+TRam6iXDk2qy5itjnCkD3OnnypD796U/P+31vfOMbdfLkyVlf8+EPf1jf+MY3zvTSMB9MCwTgEe5N3oarhrZAKlcAPNPuBlYqlWZ93+7du7V69epZX/Onf/qnev3rX39W14c5Yp8rAB7h3uRtuKppC3SK2wKbKlcMtADQvT70oQ/pZz/7ma688kq9/OUv1/XXX69f+7Vf0+WXXy5Jestb3qJrrrlG27dv1913311534UXXqhjx47pwIEDuvTSS/Xe975X27dv14033qjJyUlJ0m233ab77ruv8vqPfOQjuvrqq3X55ZfrySeflCQdPXpUb3jDG3T11Vfrt37rt3TBBRfo2LFjS/xb8EAlXLHmCkD3497k7bTAmn2uIqfQ1DwtkIEWABbAR/9pr544NLKgn7ntnAF95E3bZ33NnXfeqccff1yPPfaYHnroIf3Kr/yKHn/88cpEo3vuuUdr1qzR5OSkXv7yl+vtb3+71q5dW/cZTz/9tL74xS/qM5/5jN7xjnfoy1/+st71rnc1/VtDQ0P6wQ9+oE9/+tP62Mc+ps9+9rP66Ec/qte97nX6oz/6I33ta1+ru0liHoIgDlgzhCsAC6sT9yfuTb5XrlKZaltg07RA2gIB+OPaa6+tGxX7yU9+UldccYVe8YpX6LnnntPTTz/d9J4tW7boyiuvlCRdc801OnDgQMvPftvb3tb0mm9/+9vatWuXJOmmm27S4ODgAn6bFSbdS+UKgJdW4r1pTpUrM7tJ0l9KCiV91jl3Z8P5VZL+m6Tzk8/8mHPub5JzBySNSipJKjrndi7Y1bfTuM+VtVhzRVsggAVwugrTUsnn85WfH3roIX3jG9/Qww8/rN7eXl133XUtR8lms9nKz2EYVlov2r0uDEMVi0VJ8f4fWCCZPGuuACy45XB/Won3ptOWbcwslPQpSTdL2ibpVjPb1vCyD0h6wjl3haTrJP0XM8vUnL/eOXflkgQrqa4tsFq5Kq+5oi0QQPfr7+/X6Ohoy3OnTp3S4OCgent79eSTT+o73/nOgv/7r371q/WlL31JkvTP//zPGh4eXvB/Y8XI5JkWCMAL3JvmVrm6VtI+59x+STKzeyW9WdITNa9xkvotHgbfJ+mEpOICX+vcVSpXaZXKlavGtkAqVwC62Nq1a/WqV71Kl112mXp6erRhw4bKuZtuukl33XWXduzYoZe+9KV6xSteseD//kc+8hHdeuut+ru/+zu99rWv1aZNm9Tf37/g/86KkMmzzxUAL3Bvmlu4OlfSczXPD0r6hYbX/JWkr0o6JKlf0judK5eG5CT9s5k5Sf/VOddyZZmZ3S7pdkk6//zz5/wFWqppC3TlaYFNo9gjSSax0RqALvWFL3yh5fFsNqv777+/5blyX/rQ0JAef/zxyvE//MM/rPz8uc99run1krRz50499NBDkqRVq1bpgQceUCqV0sMPP6wHH3ywrpUD88CaKwAeWen3prmEq1bpo7Gh8ZclPSbpdZIulvR1M/uWc25E0qucc4fMbH1y/Enn3DebPjAOXXdL0s6dO8+uYbKxLdDUoi2wRNUKAM7Qs88+q3e84x2KokiZTEaf+cxnOn1J3SvTJ02c6PRVAEDXWw73prmEq4OSzqt5vllxharWuyXd6eJVZPvM7BlJL5P0PefcIUlyzr1oZl9R3GbYFK4WVHE6bgMMQpUil1SukrbA2oEWTAoEgDOydetW/fCHP+z0Zfgh08uaKwBYAMvh3jSXdPGIpK1mtiUZUrFLcQtgrWcl3SBJZrZB0ksl7TezvJn1J8fzkm6U9LgWmytJYVwCjJxTaC02EXYlhlkAADqPNVcA4I3TVq6cc0Uzu0PSA4pHsd/jnNtrZu9Lzt8l6c8kfc7Mfqy4jfCDzrljZnaRpK/Ecy6UkvQF59zXFum7VL3+T6QbPiJJ1WmBTZWriLZAAEDnpfOsuQIAT8xpnyvn3G5JuxuO3VXz8yHFVanG9+2XdMVZXuOZSQZVRC5pC2yqXEVUrgAAnZdJwpVzDFkCgC7n/aKjeKBFq2mBpWo1CwCARVYoRvrpkVENjxfqT2R6JTlppvVGmQCA7uF9umi7iTADLQCsIH19fZKkQ4cO6ZZbbmn5muuuu06PPvrorJ/ziU98QhMT1fVBb3zjG3Xy5MmFu1CPHRmZ0o3/5zf19Z8cqT+Rif+7Yd0VgJXGx3uT9+kicoo3EW5cc8VACwAr0DnnnKP77rvvjN/feAPbvXu3Vq9evRCX5r2BnrQkaWRypv5Eujd+ZGIggBXKp3uT9+Eqrlypec1VxD5XALrXBz/4QX3605+uPP+TP/kTffSjH9UNN9ygq6++Wpdffrn+8R//sel9Bw4c0GWXXSZJmpyc1K5du7Rjxw69853v1ORktS3t/e9/v3bu3Knt27frIx+JBwR98pOf1KFDh3T99dfr+uuvlyRdeOGFOnbsmCTp4x//uC677DJddtll+sQnPlH59y699FK9973v1fbt23XjjTfW/TsrSX82JTNpdKpYfyKTjx8LVK4AdDfuTXMcaNHNSuWBFk1rrhyVKwBn7/4PSYd/vLCfufFy6eY7Z33Jrl279Hu/93v67d/+bUnSl770JX3ta1/T7//+72tgYEDHjh3TK17xCv3qr/6qrM2QhL/+679Wb2+v9uzZoz179ujqq6+unPvzP/9zrVmzRqVSSTfccIP27Nmj3/3d39XHP/5xPfjggxoaGqr7rO9///v6m7/5G333u9+Vc06/8Au/oNe+9rUaHBzU008/rS9+8Yv6zGc+o3e84x368pe/rHe9611n+UvqPkFg6sukNDLVULmqhCsmBgJYQB24P3FvWgGVqyiaZZ8rBloA6FJXXXWVXnzxRR06dEg/+tGPNDg4qE2bNumP//iPtWPHDr3+9a/X888/ryNHjrT9jG9+85uVG8mOHTu0Y8eOyrkvfelLuvrqq3XVVVdp7969euKJJ2a9nm9/+9t661vfqnw+r76+Pr3tbW/Tt771LUnSli1bdOWVV0qSrrnmGh04cOAsv333GuhJa2SyTeVqhnAFoLtxb1ohlauwVeWKgRYAFsJpKkyL6ZZbbtF9992nw4cPa9euXfr85z+vo0eP6vvf/77S6bQuvPBCTU1NzfoZrf5y+Mwzz+hjH/uYHnnkEQ0ODuq222477ec459qey2azlZ/DMFyxbYGS1J9rUbmqrLkiXAFYQB26P630e5PX6cI5l2wb0mJaIAMtAHS5Xbt26d5779V9992nW265RadOndL69euVTqf14IMP6uc///ms7/+lX/olff7zn5ckPf7449qzZ48kaWRkRPl8XqtWrdKRI0d0//33V97T39+v0dHRlp/1D//wD5qYmND4+Li+8pWv6DWvec0Cfls/xJWrxrbAZFoga64AeGCl35u8rlxFSViN2wKTBFw7ip2BFgC62Pbt2zU6Oqpzzz1XmzZt0q//+q/rTW96k3bu3Kkrr7xSL3vZy2Z9//vf/369+93v1o4dO3TllVfq2muvlSRdccUVuuqqq7R9+3ZddNFFetWrXlV5z+23366bb75ZmzZt0oMPPlg5fvXVV+u2226rfMZ73vMeXXXVVSu6BbCVgVxKh042/KU1w7RAAP5Y6fcmm61c1ik7d+50p5tnPxeFYqRL/vf79Yc3XqI7fnG9dOf50o1/Lv3iHdLf/Vvp2NPSB76zAFcMYCX5yU9+oksvvbTTl+GdVr9XM/u+c25nhy6pzkLcm/7g7x7T9w6c0Lc/+LrqwalT8f3pl/+T9MoPnOVVAljJuD8tvPnem7xuC4yS4BgErQZaRFSuAABLqmVbYJppgQDgC6/DVSnpCwyt3UCL1iMgAQBYDAO5lEani4qimq6RMCWFWcIVAHjA73CVVK7ClpUrBloAAJZWfy4t56TxQuM49l7CFQB4wOtwVf7LYFBXuWKgBYCztxzXq3azlfL7HOiJ50iNTDWGqz5phmmBAM7eSvnf06VwJr9Lr8NVpS0wsOqeVrVrrqhcATgDuVxOx48f5wa2QJxzOn78uHK5XKcvZdEN5NKS1GLdFZUrAGeP+9PCOdN7k9ej2Et1Ay2SgBXVtAVSuQJwBjZv3qyDBw/q6NGjnb4Ub+RyOW3evLnTl7HoBnrahKtMnnAF4Kxxf1pYZ3Jv8jpclTsAw/LgCgurlasoqlazAGAe0um0tmzZ0unLQBcqV65Gm9oC87QFAjhr3J86z+t0UR1okRwIwvrKFeEKALCE+nPlNVet2gLZRBgAup3X6aJuoIWUVK4YaAEA6IzZ2wKpXAFAt/M6XNUNtJAaKlcMtAAALK1q5YpR7ADgI7/DlWusXAX1+1xRuQIALKF0GKg3E2q0sS0w0yfNEK4AoNt5Ha5c7bRAqb5yFbHmCgCw9PpzKY1MNlSuGMUOAF7wOl2UmqYFBuxzBQArgJndZGZPmdk+M/tQi/NvNrM9ZvaYmT1qZq9eqmsbyKWbB1pk8lJUlIqFpboMAMAi8DxcNUwLbBpo4fXXB4AVycxCSZ+SdLOkbZJuNbNtDS/7F0lXOOeulPTvJX12qa5voKdNuJKYGAgAXc7rdBE1rrkKwurmV1SuAMBX10ra55zb75wrSLpX0ptrX+CcG3Pl3nEpL8lpiQzkUq33uZLY6woAupzX4appWmDtJsIMtAAAX50r6bma5weTY3XM7K1m9qSk/664etXEzG5P2gYfPXr06IJcXH8u3TyKPd0bP7LuCgC6mt/hqmmgRcBACwDwn7U41lSZcs59xTn3MklvkfRnrT7IOXe3c26nc27nunXrFuTiBnpSLUax98WPhCsA6Gpep4vyJsKhtalc0RYIAD46KOm8muebJR1q92Ln3DclXWxmQ4t9YVIy0GJyRtWuRMX7XEmEKwDocl6Hq1k3EY4i2gIBwE+PSNpqZlvMLCNpl6Sv1r7AzF5iFv/lzcyulpSRdHwpLm6gJ61i5DQ1E1UPsuYKALyQ6vQFLKbmTYTDhlHsXmdLAFiRnHNFM7tD0gOSQkn3OOf2mtn7kvN3SXq7pN8wsxlJk5Le6epKSYunPxffekemZtSTSf7Il2ZaIAD4wOtwVR4MWF+5Kk8LZKAFAPjKObdb0u6GY3fV/PwXkv5iqa9LitsCJWlkckYbBnLxwcoodipXANDNvC7dlCtX1X2uajYRZqAFAKADBnqScFW711UlXLHmCgC6mdfpojzQon6fKwZaAAA6Z6DcFjhZMzGwsuaKcAUA3czrcDXrPlcMtAAAdEB/rkXlKszE9ygqVwDQ1bwOV1HjQIu6ylVE5QoAsOQGesoDLWoqV2bxXleEKwDoaisrXFkYhyopGWjh9dcHACxDtQMt6uQGpKlTHbgiAMBC8TpdlFpOC2SgBQCgc3LpUJlUUN8WKEm9a6WJJdlqCwCwSLxOF83TAq1mnysGWgAAOmMgl9JobVugFIer8WOduSAAwILwOlw1TQusbQuM2OcKANAZA7l0c1tgfkiaIFwBQDfzOlw1TQsstwU6J8lRuQIAdER/T7p+oIUk9Q5JEyc6c0EAgAXhd7hqOdCiVK1eUbkCAHTAQC7VXLnqXSMVxqSZqc5cFADgrHkdrqKWlauoOtSiHLoAAFhCA7m0RhsHWuSH4kdaAwGga3kdrqoDLcqVqyCpXJXDFZUrAMDSG+hJtW4LlJgYCABdzOtw1TTQorzmqly5oi0QANABLQda9K6NH5kYCABdy+tw1TTQonHNFZUrAEAHDPSkNV2MNF0sVQ/mqVwBQLfzO1zF2UphY+XKUbkCAHROfy4lSfV7XZUrV4QrAOhaXoerSltgZRPhpHIVUbkCAHTOQC4tSfWtgbnV8X2JtkAA6Fpeh6umUezlaYGOaYEAgM4Z6IkrV3VDLYIgHsfOtEAA6Fpeh6uo3bRABloAADqoZeVKSjYSpi0QALqV3+Gq3bRABloAADqoPwlXo03j2NdK44QrAOhWXoerUpKhmqcFUrkCAHROtS2wcSPhtbQFAkAX8ztcVdZcJQca97micgUA6ADaAgHAT16HqyhyCkwyq9nOqs4AACAASURBVF1zFdW0BXr99QEAy1RvJlQYWHPlqnetNHGi+kdAAEBX8TpdlJyrtgRKSVtgxEALAEBHmZn6c6nmNVf5IUlOmhzuyHUBAM6O1+EqrlzVhKsgqN9EmMoVAKBDBnLpFm2BbCQMAN3M63RRilpVrmqmBVK5AgB0yEBPqn6fK6karthIGAC6kt/hyjmFdZUrBloAAJaHlpWr/FD8yMRAAOhKXoerKHIKWlauaAsEAHRWfy7VYqBFOVzRFggA3cjrdNE00KLcBshACwBAhw3k0i02EV4TP7KRMAB0Jb/DVaT6gRblNsBSof45AABLbKCnRVtgKitlB2gLBIAu5XW4iiKnsPYbBsmTcrgKvP76AIBlbLA3rfFCSVMzDXta9a6lLRAAupTX6SJyrk3lqlj/HACAJbZ+ICdJenFkuv5E71qmBQJAl/I6XJUaw1XQ2Bbo9dcHACxjG5NwdWR0qv5Efoi2QADoUl6ni6jVPldSTVsglSsAQGdsKIerkYZw1TskTZzowBUBAM6W1+Gq5NR6WmApWUBMWyAAoEM2DGQlSYdPNYarNXFboHMduCoAwNnwOlxFkVNttqq0AVK5AgB02KqetDKpQC+ONqy5yg9JpWmpMNaZCwMAnLE5hSszu8nMnjKzfWb2oRbnV5nZP5nZj8xsr5m9e67vXUylprbA5OtGM/XPAQBYYmamjQO51m2BEhMDAaALnTZdmFko6VOSbpa0TdKtZrat4WUfkPSEc+4KSddJ+i9mlpnjexdN+4EWhCsAQOdtGMi2CFdr40c2EgaArjOXdHGtpH3Ouf3OuYKkeyW9ueE1TlK/mZmkPkknJBXn+N5Fw0ALAMBytn4gpyONo9jz5coVEwMBoNvMJVydK+m5mucHk2O1/krSpZIOSfqxpP/gnIvm+N5FU3KuzUCL8ih2whUAoHM29Mdtga52eEW5ckVbIAB0nbmEK2txrHGE0S9LekzSOZKulPRXZjYwx/fG/4jZ7Wb2qJk9evTo0Tlc1umVotNsIkzlCgDQQRtXZTVRKGlsulg9WGkLpHIFAN1mLuHqoKTzap5vVlyhqvVuSX/vYvskPSPpZXN8ryTJOXe3c26nc27nunXr5nr9s4raVa4iRrEDADqvutdVTWtgtl8KM7QFAkAXmku4ekTSVjPbYmYZSbskfbXhNc9KukGSzGyDpJdK2j/H9y6aUuQUWotpgZW2wFaFNQAAlsb6/hYbCZslGwnTFggA3SZ1uhc454pmdoekBySFku5xzu01s/cl5++S9GeSPmdmP1bcCvhB59wxSWr13sX5Ks2iSApq42PjtEDaAgEAHVTeSLjlxECmBQJA1zltuJIk59xuSbsbjt1V8/MhSTfO9b1LpeSc0rXpqnFaIG2BAIAOatkWKEn5tbQFAkAX8nqjp6jtPleMYgcAdF4+m1J/NtV6I2HaAgGg6/gdrk43LZDKFQCgw9a320iYtkAA6Dpeh6vmfa4aB1p4/fUBAF1g46pcc7jKD0nTp6RioTMXBQA4I16ni1KkNpUr2gIBAMtDvJFww5qr8l5XkyeW/oIAAGfM63AVRU7hbNMCqVwBADps/UBOL45OyTlXPZgfih/Hj3bmogAAZ8TrdNHUFkjlCgCwzGwYyGqm5HRivKYFcNXm+PHkc525KADAGfE6XDUPtEi+blSuXBGuAACdtbHVOPbVF8SPJ5/twBUBAM6U1+GqeaAFbYEAgOVlfTlcjdYMtehdK6Xz0smfd+iqAABnwut0UYqcQgZaAACWsQ0DWUnSi7UTA82k1edTuQKALuN1uIoip2DWUeyEKwBAZ63vjytXh081TAwcvEAapnIFAN3E63BVcu0qV8kmwoHXXx8A0AUyqUBr85n6tkCJyhUAdCGv00UpUkPlKglX0QxVKwDAsrF+IFffFijFQy2mT0mTw525KADAvHkdriLXsM9V7ZorhlkAAJaJDQPZ5o2EV58fP1K9AoCu4XXCiFzDKPbaaYEMswAALBMb+nM63Fi5GkzGsbPuCgC6htfhqtRun6tSgbZAAMCysWFVTsfGplUsRdWDVK4AoOt4Ha6iqN0+VwUqVwCAZWPDQFbOScfGCtWDPYNSdhV7XQFAF/E6XDVtIlw7LZA1VwCAZWJDMo79SNNQCyYGAkA38TphRJHarLlioAUA+MzMbjKzp8xsn5l9qMX5XzezPcl//qeZXdGJ6yzbMJDsddVq3RVrrgCga3idMErtpgVGDLQAAF+ZWSjpU5JulrRN0q1mtq3hZc9Ieq1zboekP5N099JeZb0Nq7KS1GIce1K5cq4DVwUAmC+/w1XUsIlwbaBioAUA+OpaSfucc/udcwVJ90p6c+0LnHP/0zlX3kDqO5I2L/E11lmbzyoMrMU49gukmXFp4nhnLgwAMC/ehqsoiv/KV7eJcG0rIJUrAPDVuZKeq3l+MDnWzm9Kur/VCTO73cweNbNHjx49uoCXWC8MTBsHcjo4PFF/ojIxkNZAAOgG3oarUtJCEbYaxS5RuQIAf1mLYy376szsesXh6oOtzjvn7nbO7XTO7Vy3bt0CXmKzi9bltf/YeP1B9roCgK7ib7hqVbmqrVYF3n51AFjpDko6r+b5ZkmHGl9kZjskfVbSm51zHe+7u2gor/1Hx+Vq11ex1xUAdBVvE0ZUrly1GsUuMS0QAPz1iKStZrbFzDKSdkn6au0LzOx8SX8v6d86537agWtscvH6Po1NF/XiaM26q2y/1LOGtkAA6BKpTl/AYilXrhhoAQAri3OuaGZ3SHpAUijpHufcXjN7X3L+LkkflrRW0qctvk8UnXM7O3XNknTRUJ8k6WdHxyqj2SWx1xUAdBFvw1UUxY9Bu8oVAy0AwFvOud2Sdjccu6vm5/dIes9SX9dsLlqXlyTtPzquX7x4qHpi8ALpyBMduioAwHx42xtXHWhRc5DKFQBgmdo4kFNvJtTPjo7Vn1h9vnTqOfa6AoAu4G24Kq+5qq9cmSpDpBhoAQBYRoLAtCUZalFn9QVScUoaO9KZCwMAzJm3CaOyz5U1TOQtV68YaAEAWGYuXten/ccaK1fJOHbWXQHAsudtwii1mhYoVdsBaQsEACwzF63L6+DwpKZmStWD7HUFAF3D33DValqgVK1cMdACALDMXLSuT85JB47XtAZW9roiXAHAcudtuGo5LVCicgUAWLYuTiYG/uzFmnCV7pHy6wlXANAFvA1X1bbAhhPlQRZUrgAAy8yWofI49oZ1V4MX0BYIAF3A33DVbqCFMdACALA89WZSOnd1j/Yfa5gYuPYl0rGfduaiAABz5m3CiNoNtGBaIABgGbtoXb55r6sN26XRF6Tx4525KADAnHibMNoOtDAGWgAAlq+Lkr2uXO2mwRsuix+P/LgzFwUAmBPvw1XzQIvkKzPQAgCwDF28vk9j00UdHZ2uHtx4efx4+PHOXBQAYE68DVeVtkBGsQMAusj/396dx8dV3Xcf//xm1S5ZlmzZlvG+YrDBZrUJTsjCbpoVAiE7gcLT0DZtA0nb9EnatEnJ8iSUJZQASYBANiiBECDghJQdzGoM3rDlRZatfZv1PH/MyJJljSzDSFe6+r5fr3nNzL13xueeF9Lhq3Pu786uKgFgY9+lgcVVUFID9QpXIiKjmW/D1f5lgTlnrnx76iIiMobNmdRTMbBfUYuaJZq5EhEZ5XybMHpmrg5aFqiCFiIiMorVlBVQFAkOUNRiCTS8Dsm4Nw0TEZFD8m3CyE5c0T9bqaCFiIiMZmbGrGxRiwPUHAXphEqyi4iMYr4NVzmrBe6fuVK4EhGR0WlOdQmb9w4wcwW67kpEZBTzbbhK56wWqJkrEREZ3WZXF1PX1EV3ItW7ceJcCEZht8qxi4iMVr4NV6mcNxFWQQsRERnd5lSX4Fy/ohbBEExaBPWvetcwEREZlG8Txv77XOW6ibCWBYqIyCi1ZFo5AC/VNR+4o2aJlgWKiIxivg1X6ZwzVz3LAn176iIiMsbNnFhERVGYddv7havJR0FHA7TVe9MwEREZlG8TRiqdeT6ooIVmrkREZJQzM5bWVvDCtgFmrgDqdd2ViMho5ONw1VPQot+OgApaiIjI6HfMERW8saeN9liyd+PkIzPPupmwiMio5NtwlXNZoOkmwiIiMvotm16Bc/2uuyqcAGW1uu5KRGSU8m3CyH2fq55qgZq5EhGR0WvZ9AqAg6+7qlmimSsRkVHKt+GqZ+bq4PtcZU9ZywJFRGQUqyiKMKuqmHX9r7uavAT2vgGJbm8aJiIiOfk2XOWcudKyQBERGSOWTa/ghe3NuOwfDIHMzJVLQcPr3jVMREQG5NuEsT9c5SzFrpkrEREZ3ZZNr6ChLcbOlj6zVDVHZ553vehNo0REJCffhqvcywI1cyUiImPD/uuu+i4NrJwNRRNh2xMetUpERHLxbcLITlzRP1vtn7FSQQsRERnlFk0pIxIKsG57U+9GM5i5CrY+Dn2XC4qIiOd8G65yX3OlghYiIjI2REIBjpxadnDFwJmnQMt2aH7Lm4aJiMiAfBuuci4L1MyViIiMIcumV/DyjhYSqXTvxpmrMs9bH/emUSIiMiDfhqtDVgsM+PbURUTER445YgLdiTQbdrf1bqxemLnuSuFKRGRU8W3C6AlXuWeufHvqIiLiI8dki1q80HdpoK67EhEZlXybMHqWBR5Uit20LFBERMaO2gmFTCyOHHwzYV13JSIy6vg2XPUsTT9oWWBABS1ERGTsMDOOOWICT2/dd+DNhHXdlYjIqOPbcNVb0KLfDs1ciYjIGHPq/Cq2N3axZW9H70ZddyUiMur4NlzlLGjRM2OlmSsRERkjVi+YBMCjGxp6N+q6KxGRUcf/4SrnNVe+PXUREfGZ6ZVFzKku5rENew7coeuuRERGFd8mjLRzmGXWqh9A1QJFRGQMeveCSTy1uZHOeLJ3o667EhEZVXybMFJpd/CSQOgNVVoWKCIiY8jqBZOIp9I8sWlf70ZddyUiMqr4N1w5d/A9rqA3XKmghYiIjCHHzZpAUSTIo32XBvZcd7XlT7ruSkRkFBhSuDKz081sg5ltNLMvD7D/78xsXfbxipmlzKwyu2+rmb2c3fdsvk8gF+dgoGylghYiIjIWRUNBTp5TxWMbGg4syT773dBaB/Wvetc4EREBhhCuzCwIXAucASwGLjCzxX2Pcc592zm3zDm3DLgKWOuca+xzyLuz+1fkse2Dyr0sUNdciYjI2PTuhdXUNXWxqaG9d+PCszNj2mv3eNcwEREBhjZzdTyw0Tm32TkXB+4E1gxy/AXAHflo3DuRSudYFhjQfa5ERGRs6inJ/ljfkuwl1TBjpcKViMgoMJRwNQ3Y3ud9XXbbQcysCDgd+GWfzQ74vZk9Z2aX5PpHzOwSM3vWzJ5taGjIddiQpZ07uAw79Iaqg+4uLCIiMrpNqyhk/uSSA6+7Ali8BvZugD2ve9MwEREBhhauBrpyKddVs+cAf+63JHClc+5YMssKLzezdw30Qefcjc65Fc65FdXV1UNo1uByLgvUzJWIiIxhqxdM4uktjXTE+pRkX3h25nn9vd40SkREgKGFqzpgep/3tcDOHMeeT78lgc65ndnnPcCvySwzHHbpQ1ULVEELEREZg1YvqCaRcjy+cW/vxrIpMP1ELQ0UEfHYUMLVM8A8M5tlZhEyAeqgP42ZWTlwKnBPn23FZlba8xp4P/BKPhp+KJq5EhERPzpuZiWVxRHuXdfv75yL10D9K7BvkzcNExGRQ4cr51wSuAJ4EFgP3OWce9XMLjWzS/sc+hfA751zHX22TQYeN7MXgaeB3zrnfpe/5ueWSjP4NVeqFigiImNQOBjg3KVTeWh9PS2did4di87JPGv2SkTEM0NKGM65+51z851zc5xz/5rddr1z7vo+x9zinDu/3+c2O+eWZh9H9nx2JGSWBQ6wQ/e5EhGRMe5Dx9YST6a57+U+s1cV02HacoUrEREP+Xb6Rve5EhERv1oyrYx5k0r41fM7DtyxeA3sWgdNWz1pl4jIeOfbhJHKVdBCM1ciIjLGmRkfWl7Lc281sWVvn9X4i87NPL+mqoEiIl7wbbhK55y5yp6yClqIiMgYdt6yaQQMfvV8Xe/GylmZpYEv/ARcrrumiIjIcPFtuEqlc9xEOKBlgSIiMvbVlBewcm4Vv3p+B+l0nyC14rOw9w3Y+ifvGiciMk75NmGknSMw2MyVlgWKiMgY9+Hltexo7uKpLY29G5d8EAoq4JmbvGuYiMg45eNwxcDVAk33uRIREX94/+IaSqKhA5cGhgvhmIvg9d9C6y7vGiciMg75Nlwd8ibCAyYvERGRsaMwEuTMo2q4/+VdtHb3uefVis9AOgnP3+Zd40RExiHfJox0rmqBmrkSEREfufikmXTEU9z+1LbejRPnwJzT4LkfQyqR+8MiIpJXvg1XuWeueqoF+vbURURkHFkyrZxVc6u4+fEtxJKp3h3HfQ7adsGGB7xrnIjIOOPbhJFK55i5Kp6UmbUqqhz5RomIiAyDL5w6mz1tMe55YWfvxvkfgPLpKmwhIjKCfBuu0i7HzNXMVfA3r0F57cg3SkREZBismlvF4ill3PDHTb1l2QNBWPFp2LIW6l/ztoEiIuOEb8NVzvtcmUFpzcg3SERERoyZnW5mG8xso5l9eYD9C83sCTOLmdmXvGhjPpkZXzh1NpsaOnjk9T29O5Z/GiKlsPbfvWuciMg44t9w5Rh4WaCIiPiamQWBa4EzgMXABWa2uN9hjcBfAf85ws0bNmcdNYVpFYXcsHZT78aiSjjxMnjtHtj1kneNExEZJ3wbrtJpR1DZSkRkPDoe2Oic2+yciwN3Amv6HuCc2+OcewbwTSm9UDDA50+ZxbNvNfHs1j43FT7pcigoh8e+6V3jRETGCd+Gq5zLAkVExO+mAdv7vK/LbjtsZnaJmT1rZs82NDTkpXHD6aPHTWdCUZjvPvwGzmWvvSqsgJP+D2y4H3Y8520DRUR8zrfhKu0cgYEKWoiIiN8N9MvfvZ0vcs7d6Jxb4ZxbUV1d/Q6bNfyKIiH+6rR5/HnjPh7d0OfaqxMvhcJKePTfvGuciMg44NtwpZkrEZFxqw6Y3ud9LbAzx7G+c9GJM5hdVcw3frueRCqd2RgthZVfhI0Pw7anvG2giIiP+TdcuRz3uRIREb97BphnZrPMLAKcD9zrcZtGTDgY4OozF7G5oYPbn9rWu+P4z0NxNTzyL+De1kSeiIgcgm/DlXNoWaCIyDjknEsCVwAPAuuBu5xzr5rZpWZ2KYCZ1ZhZHfA3wFfNrM7MyrxrdX6dtmgSJ8+ZyHcffoOWzmzNjkgxvPtqeOvP8NLPvW2giIhP+TZcpVQtUERk3HLO3e+cm++cm+Oc+9fstuudc9dnX+92ztU658qccxXZ163etjp/zIyvnrWYlq4EP/jDm707jv0U1B4HD34FOhtzfl5ERN4eX4crLQsUEZHxavHUMj66fDq3PrGVjXvaMhsDATj7u9DVBA9/zcvmiYj4km/DVdo5gloWKCIi49iXPrCAkmiIv73rRZI9xS1qjsrcWPj5W1XcQkQkz3wbrlQtUERExrvq0ihfP28JL9a1cMMfN/fuWH0VlNXCfVdCyjf3URYR8Zxvw1Va1QJFREQ4++ipnHX0FL738Bus35W9rCxaAmd+C/a8Bn+6xtsGioj4iG/DVaaghcKViIjI19csobwwzN/e9SLxZHZ54MKz4OiPwdr/gK2Pe9tAERGf8He40syViIgIlcURvvnBo3ltV+uB1QPPugYmzIJffg469nnXQBERn/BtuErrPlciIiL7vW/xZD68vJYfPrqRP7xen9kYLYWP/Bg698FvLtPNhUVE3iHfhqvMzJXXrRARERk9vr5mCYtqyvjinevYsrcjs3HKUnj/N+DNB+HJ//K2gSIiY5xv40dKBS1EREQOUBgJcsMnlhMKGJfc9iztsWRmx/GXwMKz4aF/gs2PedpGEZGxzLfhKq2CFiIiIgeZXlnEDz9+LJsa2vnSXS/inAMzOO+/oGo+/Pxi2LPe62aKiIxJvg1XKaeCFiIiIgNZObeKq89cxO9e3c23HtyQ2VhQDh+/C8IF8LOPQFu9t40UERmDfBmunHM4FbQQERHJ6bOrZnHB8Udw3WObuGHtpszGiumZgNXZCLd/FOId3jZSRGSM8WW4SmeLHSlciYiIDMzM+MZ5Szj76Cl884HXuePpbZkdU5fBh2+G3S/Bzy+CRLe3DRURGUN8Ga5S2XSlaoEiIiK5BQPGdz66jNULqrn61y9z30s7MzsWnA7n/gA2PQp3XgCJLm8bKiIyRvgyfqSz9+lQtUAREZHBRUIBrrtwOStmTODKO9dxz7odmR3HXARrfpgJWHcoYImIDIUvw9X+mSstCxQRETmkwkiQmz91HMtnTODKn6/jJ09szew45iJYc22mPPsdF+gaLBGRQ/BnuHI9ywIVrkRERIaitCDMrZ85ntMWTuIf73mVHzzyZqZM+zEXZsq0b1kLt5ylKoIiIoPwZbhKZ2euVNBCRERk6ArCQa67aDkfPGYa1zz0Bv90z6skUmlY9nE4/3Zo2AA3vRf2vO51U0VERiVfhqveghYKVyIiIocjHAzwnx9ZyiXvms1PnnyLT/z3UzR2xGHBGfDp+yEVg/9+P2xe63VTRURGHX+GKxW0EBERedsCAePqMxfxnY8u5fltzZz7w8d5bWcrTD0GPvcwlE2Bn/wFPP5dSKe9bq6IyKjhy3DV83teBS1ERETevg8eW8vdXziJRCrNh677X+56ZjuufDp89iFYfC48/LVMqfauJq+bKiIyKvgyXPUWtPC4ISIiImPc0ukV/M8Vq1g2vYK//+VLXHH7C7SkC+HDP4YzvgUbH4Eb3gXbn/a6qSIinvNl/FBBCxERkfyZVFbATz93Av9w+kIefHU3Z3z/jzyxuRFO+AJ85nfggJs/AA/9EyS6vW6uiIhnfBmuVNBCREQkv4IB47LVc/jlZScTCQW44EdPctWvXqZl4lK47M9w7MXw5+/DjafCjue9bq6IiCf8Ga50nysREZFhsXR6Bfd/8RQ+f8osfv7MNt73nbX8bmMHnPN9uOiX0N0KN50G9/89dDV73VwRkRHly3DlsuHKtCxQREQk74oiIb5y1mLuuXwVVSVRLv3p83zy5qd5s/QE+MsnYMVn4ZkfwQ9XwLo7IDsui4j4nS/DVUrVAkVERIbdUbXl3HPFSr561iKe39bE6d//E197aAdNq/8NPv8oTJgJv7k0c+PhrX/2urkiIsPOp+FK1QJFRERGQjgY4HOnzOaxL63m48cfwW1PbOXUbz/KD9YX037R/bDmWmjdCbecCbd/DOpf87rJIiLDxpfxI+1ULVBERGQkTSyJ8vXzlvDAF9/FCbMncs1Db3DKtx7jhtaT6Lz0KXjv1+CtJ+C6k+HuT0H9qx63WEQk/3wZrlQtUERExBsLakr50cUruOfylRxdW8E3H3idldc8yfe6z6L580/DqivhzYcyIevOC1VZUER8xZ/hqmfmSuFKRETEE0unV3DrZ47nl5edxPIZE/jew29y0vfX8bXOj7Dt4qfg1H+ALX+CH70bbj4D1t8H6ZTXzRYReUdCXjdgOPTcRFgFLURERLy1fEYlN32ykjfq27hh7WZ++uRb3PK/jtUL3stnzv4Yq9oeIPDUDfDzCzMFMFZ8FpZdCMUTvW66iMhh8+fMlZYFioiIjCrzJ5dyzUeX8r9ffg9Xvncer+5s5eKfvc6pjy/mB0fdReNZP4KSGnjoH+E7C+EXn4Wtj0M67XXTRUSGzJczVykVtBARERmVJpUVcOV75/OXq+fyu1d3c+fT27jm4c18x4p517yv88n3dHJKy/8QfuVueOUXUDEDlp6feVTO9rr5IiKD8mW46vkjl2auRERERqdIKMC5S6dy7tKpbG/s5O5nt/OL5+r4zBvdFIbfx9mLPsSnKl9hUf19BNZ+C9b+B9QeB0d+EI48D8qmen0KIiIH8WW46pm50n2uRERERr/plUX8zfsXcOV75/PM1kZ+s24n97+8i7u7plEavZwPzr2cjxc+xbw9DxJ48Cp48Co44iRYdA4sOBMqZ3l9CiIigE/DVU9BCy0LFBERGTsCAeOE2RM5YfZE/uXcI3l8YwMPvLybe9bXc2vncqKh4/jQjC7OL3qWRU1/IPzg1fDg1TB5CSw4A+a9H6Yth0DQ61MRkXHKl+FKBS1ERETGtkgowHsWTuY9CyeTSKV5anMjD6+v5+H19dy+aSWwkndXt3NhxSscF3uCsj9dg/3x21BYCXNPgznvgdmrtXxQREaUP8OVClqIiIj4RjgYYNW8KlbNq+Kfz1nMm3vaeWT9Hv74RgOXbS4lkTqRSaFOPjFpM+8Lv8icN/9A+OW7Mx+uXgizToWZq2DGSpV4F5Fh5ctw5RSuREREfMnMmD+5lPmTS7ls9Rw6Ykme3LyPxzfu5bebJnPNW0swLmBZZAcfmbCJlcmXqX3uNoJP35D5gkmLYcbJMP1EOOJEqJju7QmJiK/4MlylVC1QRERkXCiOhjht0WROWzQZgL3tMZ7cvI+nt8ziti2L+cru1YRckmXBLZxdtomVXeuZ8fzthJ+5KfMFZdOgdkWmEmHtcTBlKYQLPTwjERnL/BmuVC1QRERkXKoqiXL20VM5++jMtVYtnQme29bI828t5MFtTfzH9mZi8TgLbRurohtZndjMok1PU/HaPQA4C2KTFsHUZTAl+5h8JESKvDwtERkjfBmuVC1QREREAMqLwvsLYwAkU2k2NrTz4vZmXqxr4Rvbm3mjvo3yVDPHBN5kRXgrxzdtY/6++yh+4acAOAtgE+fBlKMzQWvSkZnnsqmg/9cQkT58Ga5ULVBEREQGEgoGWFhTxsKaMj52XGZbLJnizfp2Xt7Rwms7W/n9rlZe39VCRbyeIwNbOTLwFsc2bWdx85zrhAAAEjtJREFU02NM7CmUAbiCcqx6EUxaCNWLoHoBVM1X6BIZx/wZrlTQQkRERIYoGgqyZFo5S6aV79+WTju2N3WyYXcbG3a3cWd9G2/sbmPfvj3MSW9jUeAt5ifrODK2i3l1v6DEtfd+NlyMVc3HqubCxHlQNRcq50DlbCgo8+IURWSE+DJcpTVzJSIiIu9AIGDMmFjMjInFvP/Imv3bE6k0b+3rZOOeNjY1dPCTPe1samintaGOmsQ25thO5iZ3MHfHLubufowad/cB35ssrMIqZxOcOBsmzOzzmAElNRDQBeMiY9mQwpWZnQ58HwgCNznn/r3f/r8DLuzznYuAaudc46E+Oxx6C1ooXImIiEj+hIMB5k4qYe6kkgO2O+fY1xFny94Otuzt4Il9Hdyxr5P6vY24xs1UxXcw0+qZmdzNzPZ6Zux4mBr2EcDt/450IEyipBabcAThyhnYhCOg/AgonwbltVA6FUKRkT5lETkMhwxXZhYErgXeB9QBz5jZvc6513qOcc59G/h29vhzgL/OBqtDfnY4qKCFiIiIjCQzo6okSlVJlONmVh6wzzlHS1eC7Y1dbGvsZF1jJ79t7mR3YwuJfVsJt26nJl1Pre2ltmkPtc111G5dR5W1HPg9GLGCKlIlUwiU1xKpnEawbGrmGq/SKdnnGoiWjuSpi0gfQ5m5Oh7Y6JzbDGBmdwJrgFwB6QLgjrf52bxQQQsREREZLcyMiqIIFUURjqot77d3Fc45mjoT7Gzuoq6pixdauri/pZuGxmaSTdsJtO6gqGsnk9lLTXsjUzoaqdnzElPsUcqs66B/LxEsIlZYTbp4MlZaQ6RiCpHyKVjpZCieBCXZR9FECIZHphNExomhhKtpwPY+7+uAEwY60MyKgNOBKw73s/mUys6wBzVzJSIiIqOcmVFZHKGyOHJAUY2Mk4DMqpx9HXHqW7vZ09bNcy0x6lu7aW5uItmyE9e6k3BHPYWxBqqTTUyON1Hd2kz1rm1Msmai1j3gv90VqiBeUEmqsAqKqwmVVhEpnUSkfBKB4ioorsqEsKKJUFipZYkihzCUcDVQQnEDbAM4B/izc67xcD9rZpcAlwAcccQRQ2hWbvuXBeqaUBEREfGBQMCoLo1SXRoF+gewXum0o7krwZ62bva2xXmpPcbe9hjNLc0kWupJt9UT6Kgn1LWPgvg+KrqbqYq1UNnaShXbmWitFFhHzu/vDhYTC1eQjFaQLpgAhZUEiioJlUwkWjaRaOlErHACFE6AgorMc2GFZshk3BhKuKoDpvd5XwvszHHs+fQuCTyszzrnbgRuBFixYkWu8DYkKmghIiIi41Eg0DsLRs2hj++MJ9nXHqepM872jjgvdsRpausg1rqPRFsD6fYG6NpHqLuJSLyJgkQzZfE2JnS0U2E7qeBNKqyd8kECGUAsUEgsWEo8XEoqUkY6Wp65T1hhBcGiCiJFFURKKogWTyBYVA7R8kzZ+mhZ5jlUoHuHyZgwlHD1DDDPzGYBO8gEqI/3P8jMyoFTgYsO97P5ltZ9rkREREQOqSgSoqgyxPTKoiF/pjuRorkzQVNnnN1dCTZ0JWjt7KarZR+JjkZSHY24zkboaiYQayGUaCGSaKUg1k5JdztldFJuWyilkzLroJQuAjb439WTBIkFi4kFS0iGikiGSkhFSnCRUoiUECgoJVBQRqiwjFBhKZGicqLFZYQKSrBo5hiiJRAphnCxljfJsDlkuHLOJc3sCuBBMuXUb3bOvWpml2b3X5899C+A3zvnOg712XyfRH+qFigiIiIyPArCQWrKg9SUF/TbM/OQn40n07R1J2jrTtLcnWR7d4LWrjhd7c3EO5pJdraQ7GzGdbdAdysWayOYaCOUaCeSbCMa7yDa3Umx66LYdlBKJyXWTTHdFFlsyOfQbQXEA4XEg0UkgoWkgkWkQ4Wkw8W4cBFEiiBcTCCaeQSjxQSjJYQLiwkXlBAtLCFcWIJFiiFcCOGi7KMQAsHD61DxlSHd58o5dz9wf79t1/d7fwtwy1A+O9xS6cyzlgWKiIiIjB6RUICJJVEmlkT77Zl6WN8TS6boiKXoiCXZG0uyNZako6ubWEcb8a4Wkp2tpLrbSMXaSXe3Q6wdEh0Eso9QspNQqpNwsotIvIuCdBcF7KOInRTTTaHFKCJ2WIGtR4IQcSsgHoiSDERJBApIBTOPdLCQdCiKCxXiQoUQLsDChViogECkkGCkMPtcRChaRChaSDhaRDhaSLigiGCkCEJRCBVmnwsy17NpQmHUGFK4GmtS+5cFetwQEREREcm7aChINBTMXFuWJ8lUms5Eiq54irZ4ij3xFF3xON1dHSQ620l0t5PsbicV6yAV6yQd78TF23GJbkh0YYkuAslOAqluAskuQqluQuluwoluIrEYYddJxDVRQDzzsET2dYyIpd52u9MYCSLELUzSIiQCEVIWIRWIkApESQUipIMR0sEoLhDBhaK4YBSCEQhFsWAUwlEsFCUQjhIIFWSew1GC4QKCkcxzKFJAKFxAKBIlFCkgHCnAQhEIRjMBL5T9znE+c+fLcJVOOwKWKW0qIiIiInIooWCAsmCAsoL+lQ2r8vZvOOdIpBzdyRTdiRQtiTT1iRTdsQSJWAfx7k6S8S6S3Z2k4p2kEt2kYp24RDfpRDcu0YVLdEEqhiViWKobS8WxVIxAKkYwHSOYihN0MULJOKF0nJCLEXZtRIgTdgkiJIlaggjZ18QJHuKat8ORIkCCEEkLkyRM0kKkLEzKQqQCYdIWzjxnX7vsaxfMvHbBCATCmcAWjEAwBMEIln0fCIaxUAQLZV4HQlEsFCYYChMIRQhmH4FQhGA4TCgUIRCOEApFCIYjhEqrM8s5h4kvw1XKOS0JFBEREZFRxcyIhIxIaKAQVzns/75zjngqTTyZebT0vI7Hice6SSa6Sca6ScW7MsEuHiOVzDy7ZDwT8FIxXDKBS8YgFcclY1gqjkslskEvTiAdx9KZ9wGXJJBOEEzHCboEwXSSYCJB0HUTpJ2QSxJyCUIkCbkUYUsSIUGIFGFShEkSsnTe+uC547/H8jM/nbfv68+X4eqUuVWURH15aiIiIiIib4uZ7V9SeaDhm8k5HM45UunM7F4inaYr5WhNpYknkiSTcVLxGMlEnFQiRioZJ5VMkErESCcTpJLxTABMxkknE6Szgc8lE5BOkE4mIJVg7vwThvUcfJlATp5bxclz8zeFKyIiIiIiw8vMCAWNUBAKGZvXbqnIv4iIiIiISB4oXImIiO+Y2elmtsHMNprZlwfYb2b2/7L7XzKzY71op4iI+IvClYiI+IqZBYFrgTOAxcAFZra432FnAPOyj0uA60a0kSIi4ksKVyIi4jfHAxudc5udc3HgTmBNv2PWALe5jCeBCjObMtINFRERf1G4EhERv5kGbO/zvi677XCPEREROSwKVyIi4jcD3eiw/x0yh3IMZnaJmT1rZs82NDTkpXEiIuJfClciIuI3dcD0Pu9rgZ1v4xicczc651Y451ZUV1fnvaEiIuIvClciIuI3zwDzzGyWmUWA84F7+x1zL3BxtmrgiUCLc27XSDdURET8xZc3ERYRkfHLOZc0syuAB4EgcLNz7lUzuzS7/3rgfuBMYCPQCXzaq/aKiIh/KFyJiIjvOOfuJxOg+m67vs9rB1w+0u0SERF/07JAERERERGRPFC4EhERERERyQOFKxERERERkTxQuBIREREREckDhSsREREREZE8ULgSERERERHJA4UrERERERGRPFC4EhERERERyQOFKxERERERkTxQuBIREREREckDhSsREREREZE8MOec1204iJk1AG+9w6+pAvbmoTl+pf4ZnPpncOqfwal/Bnc4/TPDOVc9nI0ZqjyNTaD/Pg5F/TM49c/g1D+DU/8Mbqj9k3NsGpXhKh/M7Fnn3Aqv2zFaqX8Gp/4ZnPpncOqfwY33/hnv538o6p/BqX8Gp/4ZnPpncPnoHy0LFBERERERyQOFKxERERERkTzwc7i60esGjHLqn8Gpfwan/hmc+mdw471/xvv5H4r6Z3Dqn8Gpfwan/hncO+4f315zJSIiIiIiMpL8PHMlIiIiIiIyYhSuRERERERE8sCX4crMTjezDWa20cy+7HV7vGZm083sUTNbb2avmtkXs9srzewhM3sz+zzB67Z6xcyCZvaCmd2Xfa++6cPMKszsF2b2eva/o5PUR73M7K+zP1uvmNkdZlYwnvvHzG42sz1m9kqfbTn7w8yuyv6+3mBmH/Cm1cNPY9OBNDYNjcan3DQ2DU5j04FGamzyXbgysyBwLXAGsBi4wMwWe9sqzyWBv3XOLQJOBC7P9smXgUecc/OAR7Lvx6svAuv7vFffHOj7wO+ccwuBpWT6Sn0EmNk04K+AFc65JUAQOJ/x3T+3AKf32zZgf2R/F50PHJn9zH9lf4/7isamAWlsGhqNT7lpbMpBY9OAbmEExibfhSvgeGCjc26zcy4O3Ams8bhNnnLO7XLOPZ993Ubml880Mv1ya/awW4HzvGmht8ysFjgLuKnPZvVNlpmVAe8C/hvAORd3zjWjPuorBBSaWQgoAnYyjvvHOfdHoLHf5lz9sQa40zkXc85tATaS+T3uNxqb+tHYdGgan3LT2DQkGpv6GKmxyY/hahqwvc/7uuw2AcxsJnAM8BQw2Tm3CzKDHDDJu5Z56nvA3wPpPtvUN71mAw3Aj7NLU24ys2LURwA453YA/wlsA3YBLc6536P+6S9Xf4yX39nj5TzfFo1NOWl8yk1j0yA0Ng1Z3scmP4YrG2Cb6s0DZlYC/BK40jnX6nV7RgMzOxvY45x7zuu2jGIh4FjgOufcMUAH42sZwaCy67PXALOAqUCxmV3kbavGlPHyO3u8nOdh09g0MI1Ph6SxaRAam96xt/0724/hqg6Y3ud9LZlp0HHNzMJkBq+fOed+ld1cb2ZTsvunAHu8ap+HVgLnmtlWMst03mNmP0V901cdUOeceyr7/hdkBjT1UcZ7gS3OuQbnXAL4FXAy6p/+cvXHePmdPV7O87BobBqUxqfBaWwanMamocn72OTHcPUMMM/MZplZhMzFaPd63CZPmZmRWZO83jn3nT677gU+mX39SeCekW6b15xzVznnap1zM8n8t/IH59xFqG/2c87tBrab2YLsptOA11Af9dgGnGhmRdmftdPIXDui/jlQrv64FzjfzKJmNguYBzztQfuGm8amfjQ2DU7j0+A0Nh2SxqahyfvYZM75b1WCmZ1JZp1yELjZOfevHjfJU2a2CvgT8DK967avJrO2/S7gCDI/hB9xzvW/0G/cMLPVwJecc2eb2UTUN/uZ2TIyF1RHgM3Ap8n8cUZ9BJjZvwAfI1P97AXgc0AJ47R/zOwOYDVQBdQD/wz8hhz9YWZfAT5Dpv+udM494EGzh53GpgNpbBo6jU8D09g0OI1NBxqpscmX4UpERERERGSk+XFZoIiIiIiIyIhTuBIREREREckDhSsREREREZE8ULgSERERERHJA4UrERERERGRPFC4EhmjzGy1md3ndTtERER6aGyS8U7hSkREREREJA8UrkSGmZldZGZPm9k6M7vBzIJm1m5m15jZ82b2iJlVZ49dZmZPmtlLZvZrM5uQ3T7XzB42sxezn5mT/foSM/uFmb1uZj/L3oVdRERkUBqbRIaHwpXIMDKzRWTujr7SObcMSAEXAsXA8865Y4G1ZO4SDnAb8A/OuaOBl/ts/xlwrXNuKXAysCu7/RjgSmAxMBtYOewnJSIiY5rGJpHhE/K6ASI+dxqwHHgm+4e7QmAPkAZ+nj3mp8CvzKwcqHDOrc1uvxW428xKgWnOuV8DOOe6AbLf97Rzri77fh0wE3h8+E9LRETGMI1NIsNE4UpkeBlwq3PuqgM2mv1jv+PcIb4jl1if1yn0My0iIoemsUlkmGhZoMjwegT4sJlNAjCzSjObQeZn78PZYz4OPO6cawGazOyU7PZPAGudc61AnZmdl/2OqJkVjehZiIiIn2hsEhkm+kuCyDByzr1mZl8Ffm9mASABXA50AEea2XNAC5m17wCfBK7PDlCbgU9nt38CuMHM/m/2Oz4ygqchIiI+orFJZPiYc4PN+IrIcDCzdudcidftEBER6aGxSeSd07JAERERERGRPNDMlYiIiIiISB5o5kpERERERCQPFK5ERERERETyQOFKREREREQkDxSuRERERERE8kDhSkREREREJA/+P939A1J5k5ksAAAAAElFTkSuQmCC\n"
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "text": [
      "acccuracy\n",
      "\ttraining         \t (min:    0.695, max:    1.000, cur:    0.999)\n",
      "\tvalidation       \t (min:    0.740, max:    1.000, cur:    0.990)\n",
      "log-loss\n",
      "\ttraining         \t (min:    0.010, max:    0.333, cur:    0.010)\n",
      "\tvalidation       \t (min:    0.010, max:    0.667, cur:    0.010)\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "groups = {'acccuracy': ['acc', 'val_acc'], 'log-loss': ['loss', 'val_loss']}\n",
    "plotlosses = PlotLosses(groups=groups)\n",
    "for epoch in range(1, 100):\n",
    "    plotlosses.update({\n",
    "        'acc': 1 - np.random.rand() / (epoch + 2.),\n",
    "        'val_acc': 1 - np.random.rand() / (epoch + 0.5),\n",
    "        'loss': 1. / (epoch + 2.),\n",
    "        'val_loss': 1. / (epoch + 0.5)\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(.01)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### How to define groups with regex patterns"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "text": [
      "Accuracy\n",
      "\ttraining         \t (min:    0.775, max:    1.000, cur:    0.998)\n",
      "\tvalidation_all   \t (min:    0.730, max:    1.000, cur:    0.994)\n",
      "\tvalidation_dogs  \t (min:    0.664, max:    1.000, cur:    0.999)\n",
      "\tvalidation_cats  \t (min:    0.715, max:    1.000, cur:    0.992)\n",
      "Loss\n",
      "\ttraining         \t (min:    0.010, max:    0.333, cur:    0.010)\n",
      "\tvalidation_all   \t (min:    0.010, max:    0.751, cur:    0.010)\n",
      "\tvalidation_cats  \t (min:    0.010, max:    0.704, cur:    0.010)\n",
      "\tvalidation_dogs  \t (min:    0.010, max:    0.714, cur:    0.010)\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "group_patterns = [\n",
    "    (r'^(train(_|-))(.*)', 'training'),\n",
    "    (r'^(val_cats(_|-))(.*)', 'validation_cats'),\n",
    "    (r'^(val_dogs(_|-))(.*)', 'validation_dogs'),\n",
    "    (r'^(val_all(_|-))(.*)', 'validation_all'),\n",
    "]\n",
    "plotlosses = PlotLosses(group_patterns=group_patterns)\n",
    "for epoch in range(1, 100):\n",
    "    plotlosses.update({\n",
    "        'train_acc': 1 - np.random.rand() / (epoch + 2.),\n",
    "        'val_all_acc': 1 - np.random.rand() / (epoch + 0.5),\n",
    "        'val_dogs_acc': 1 - np.random.rand() / (epoch + 0.5),\n",
    "        'val_cats_acc': 1 - np.random.rand() / (epoch + 0.5),\n",
    "        'train_loss': 1. / (epoch + 2.),\n",
    "        'val_all_loss': 1. / (epoch + 0.5 * np.random.rand()),\n",
    "        'val_cats_loss': 1. / (epoch + 0.5 * np.random.rand()),\n",
    "        'val_dogs_loss': 1. / (epoch + 0.5 * np.random.rand())\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(.01)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% \n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### How to write custom plugin\n",
    "\n",
    "If you want to create a custom output you have to create class that inherits from the BaseOutput and override `send` method."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "class AccuracyPrint(BaseOutput):\n",
    "    def send(self, logger: MainLogger):\n",
    "        grouped_log_history = logger.grouped_log_history()\n",
    "        for group_name, group_logs in grouped_log_history.items():\n",
    "            for metric_name, logs in group_logs.items():\n",
    "                vals = [log.value for log in logs]\n",
    "                if group_name == 'Accuracy':\n",
    "                    print('{} accuracy: {}'.format(metric_name, sum(vals) / len(vals)))\n",
    "\n",
    "plotlosses = PlotLosses(outputs=[AccuracyPrint()])\n",
    "for epoch in range(1, 5):\n",
    "    plotlosses.update({\n",
    "        'acc': 1 - np.random.rand() / (epoch + 2.),\n",
    "        'val_acc': 1 - np.random.rand() / (epoch + 0.5),\n",
    "        'loss': 1. / (epoch + 2.),\n",
    "        'val_loss': 1. / (epoch + 0.5)\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(.01)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   },
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "training accuracy: 0.7825222766056974\n",
      "validation accuracy: 0.579172514342329\n",
      "training accuracy: 0.8900729432701822\n",
      "validation accuracy: 0.6080767827381713\n",
      "training accuracy: 0.8626459645554587\n",
      "validation accuracy: 0.7176364082970258\n",
      "training accuracy: 0.8809672556107493\n",
      "validation accuracy: 0.7639963416704895\n"
     ],
     "output_type": "stream"
    }
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}